{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Coordinate reference systems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n",
    "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n",
    "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coordinate reference systems\n",
    "\n",
    "Up to now, we have used the geometry data with certain coordinates without further wondering what those coordinates mean or how they are expressed.\n",
    "\n",
    "> The **Coordinate Reference System (CRS)** relates the coordinates to a specific location on earth.\n",
    "\n",
    "For a nice in-depth explanation, see https://docs.qgis.org/2.8/en/docs/gentle_gis_introduction/coordinate_reference_systems.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Geographic coordinates\n",
    "\n",
    "> Degrees of latitude and longitude.\n",
    ">\n",
    "> E.g. 48°51′N, 2°17′E\n",
    "\n",
    "The most known type of coordinates are geographic coordinates: we define a position on the globe in degrees of latitude and longitude, relative to the equator and the prime meridian. \n",
    "With this system, we can easily specify any location on earth. It is used widely, for example in GPS. If you inspect the coordinates of a location in Google Maps, you will also see latitude and longitude.\n",
    "\n",
    "**Attention!**\n",
    "\n",
    "in Python we use (lon, lat) and not (lat, lon)\n",
    "\n",
    "- Longitude: [-180, 180]{{1}}\n",
    "- Latitude: [-90, 90]{{1}}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Projected coordinates\n",
    "\n",
    "> `(x, y)` coordinates are usually in meters or feet\n",
    "\n",
    "Although the earth is a globe, in practice we usually represent it on a flat surface: think about a physical map, or the figures we have made with Python on our computer screen.\n",
    "Going from the globe to a flat map is what we call a *projection*.\n",
    "\n",
    "![](img/projection.png)\n",
    "\n",
    "We project the surface of the earth onto a 2D plane so we can express locations in cartesian x and y coordinates, on a flat surface. In this plane, we then typically work with a length unit such as meters instead of degrees, which makes the analysis more convenient and effective.\n",
    "\n",
    "However, there is an important remark: the 3 dimensional earth can never be represented perfectly on a 2 dimensional map, so projections inevitably introduce distortions. To minimise such errors, there are different approaches to project, each with specific advantages and disadvantages.\n",
    "\n",
    "Some projection systems will try to preserve the area size of geometries, such as the Albers Equal Area projection. Other projection systems try to preserve angles, such as the Mercator projection, but will see big distortions in the area. Every projection system will always have some distortion of area, angle or distance.\n",
    "\n",
    "<table><tr>\n",
    "<td> <img src=\"img/projections-AlbersEqualArea.png\"/> </td>\n",
    "<td> <img src=\"img/projections-Mercator.png\"/> </td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td> <img src=\"img/projections-Robinson.png\"/> </td>\n",
    "</tr></table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Projected size vs actual size (Mercator projection)**:\n",
    "\n",
    "![](img/mercator_projection_area.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coordinate Reference Systems in Python / GeoPandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A GeoDataFrame or GeoSeries has a `.crs` attribute which holds (optionally) a description of the coordinate reference system of the geometries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'init': 'epsg:4326'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries.crs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the `countries` dataframe, it indicates that it uses the EPSG 4326 / WGS84 lon/lat reference system, which is one of the most used for geographic coordinates.\n",
    "\n",
    "\n",
    "It uses coordinates as latitude and longitude in degrees, as can you be seen from the x/y labels on the plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7feb1fb38f28>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8opNu1vGVlWWEYzI9wSgqIaGhpFGrkGSZK2blsK/Nx3de3IXTpMVh1CDJoFELlGWaKXdZWFqWflwhxbOiGeqJ9Q1sqO3momlZrJiSOeKPIhiN86NX9vBeVceAL/TxsrDYyfpaNwA6UYVKEAjFpGPen1GrJsOiY3qOjbuXl7C7pRezTkQnqrAbNTy3uZl6d4Bsq54rZucQjcssKklL1l6/tquVDbVulk3KICbJ3PXPzcl9V2Rbqe708+ZXl5Fu0XH179dS3eEHYFa+nefuWZxcPrZ5QzyzqQlRreLdfe3JkjdIJDY/s7SICyuyKM00Yx5FBUurN8QfV9fw6o4WuvzRY35/Miw68h0G0sw6cu0GyjLNLC/PmBCGHaDZE+Lv6+pYX9ONXqMmFJOo7w5SkW3BF44TlxWqO3zEZUg3axFVKtp6BxtTtUpgXqGDC6ZmsnKqK1nv3+oN8eymJvKcBq6YmYOoVhGXZPa2+lhf283HNd0sLE5Dr1XT2ZuoeqntCrC4JI2/rq0bsCrMtRtYVeFiWo6Vb7+wKyk5cWGFi+9eXsGyn7930pPmZwpmXaLhbV+bb9jnZFh0bPz2Bcd8jLPCyP9x9UH+32v7gMQy8/alxVQWO1FQyLUbhqwmqO8O8LPX9/Huvo4R2/hHy+FGfjwRhETjkiBAMCrhC8eTXapHyghY9SJmnYgnFEvqw6SZtHQHhjamy8szaOwJUtMZSN63pDSNxz+3MBmCeWtPO2uru/iPlZMQ1QIX/HL1gDb1w7mpMp+bKgsocBqHbfT5xrPbk/mAY0GtErjvwnLuOrfkhMUxj5fH19fzw5d3U5FjY1ujZ9Dj8wodbK4fWGw2t8CeDKtBYrUYHWL19KvrZ/GJuXm0ekNc8tsP+cySIq6dl8cfV9fw3JYmgtFjdywOJ89h4Lc3zmFTnZufv1E1YXofzkTSzTo2fSdl5Efk6U2NvLStmbXV3UAiQakTVfgicVQC3LO8lK9fNJnecJwXtjSxsa6H7U0eKoucxGSFV45o9z8WTpSRP9GUpJv4+kWTEdUqpmRZhvWEJVnh4t98wIE+j7+f71w2FbNO5Bdv7qfLH6Ekw8TfP1s57H7+b0MDDzy/c9TnZ9SqmZRppjTTzOx8OxdNy8Jl1Y+4zUvbmnlmUxNlmWaWlKbx4YEu0sxadjZ5qe70842+DtTxJhKX+MHLe/i/DQ3ML3SwqX5Q1TAl6SaWlWewp7WXDYd9XxJyBzLeUAyVAJfPzOGe5aV0+MLsb/fhCyeS4R29Ed6r6qAs08w7ezvwD5OnOV4umJrJjibvsBf0FOPHiTTyp1+t0DAsKU3jk3PzkGSF9t4wD71fzdt7O3DZ9Lzx1WXJRh2rXqQgzci/drYiqgR2NHuTRuRI43U2MCXLws8+OYPr//gxU7KtXDwti1UVLsoyEyGBl7Y18+u39gNgN2qpdwcH7eMPq2u4qTKfJ+9aRF1XgHMmpY8YLrupsoAuX4Rf9u13JO48t5gHLpk65kTkBVNd+CNxfvjyHv62rm7Q489taWLl1JHDemOlvjvAl57Yys5mL5XFzgEGvJ+ZeTae//wSInGZpzY2sqelN2mkJTkRmweQFXh5ews3LMinItvKG7vbWFDkpK4rwIPvVQOwu6V33M59KN4+rOorxYlBVAlU5FhZXJp2wo5xxnjyQyHLifb6xp4g9d0BLHoN8wocSYMRk2QkOZF8fWtPO39dW3dcxzudPPlfXDeLKVkWJrvMfHCgix+9uocZuTZWVbjYUt/D3EIHV83ORVEUQjEJg0aNIAh4QzGe2dTIT/+9F0VJJI+K003sb/dTlmnmza8uG5VB7vRFuOGRjwaEiY4kz2HgqbsXk3uMjSjuQJR/72ylxROi1RvGZtAwv8jBgiLnUVcCY6G+O8Bf19bxxPoGZEWmIttGbVdgQMzbpFVzw4IC7jq3mFd3tvLge9VDirkd6f2rBJiZZ2d3i/ek1aSnOLlcWOHi4VvmHZcq6lkRrjkaiqLgi8STpY9t3jB3/XMTO5u945ZQOh2M/K2LC7l+fj7Tc20D7pdlBW8oxh9WH+TmhQVkWvTsae0lx67nxa0tFKYZcRi1eIJRVkzJxB2I8l5VB+sOdtMbinHFzBxyHYYhdW6GIxiNc/9zO4cMlS0qcfLPOxaOS8ftiUBRFJ7Y0MA/P6ofkFDLdxoG1HRD4rX88dPzsRk0vLm7bUAC/EjsRg06UTWuBQEpTh5TsizkOQyjWgVNdllYWOIkJslcMTOHJWP47RzJWRGuORqCIAyobV+9v4MdTd5Rb+80aTFo1MnmD71GNS7J2pPJj66axq2Li4Z8TKUScJi0PHDpVCDRnJFt0xONy/zs9X0Dnptu1nLvqnJKM8x8amEhcEh8aiwYtSI/v3YmcUlmfa2bSEwi0Jc0LHAaJ6yBh0Q45Qcv7x7kXbd6QoNCf1fPzk1qrkzq0xgaigVFjqQcb4qJTZ7DwD3LSylJN1Hd6ednr+3j2nl5XL8gn/uf2zHsdkvL0rhtcRGzC+xkWsZvNTkSZ40nfzhbGnpo94Zp8YZ5Y3cbkbjM9iEqIPq5sMJFgdPIo2tqKXeZ+cJ5ZVw6I5t1B7vYWOem0xchGpdxB6NEYzIt3hAN7hBqATRqFeEJ0EAyK8/GS186Z8zbKYrChb8enGyFRLJo47dXJo379kYPgWj8qK3kwxGTEnHqqjYfnz+vdMLrhaz4xfvUdg0MN1kNInpRPSBZqRNVPPSpuayc6iImyby+q43ntjRR2Kf9n2s34IvEue/p7ScsiZri2OnvMu/nunl5/ODKaUnBO0VRaOoJ8YfVB3lhazPF6SayrHokRWFhcRqz8m28ubudmxcWJIUEx5uUJ38EcwsOTeG545xi9rT08r/vHsCgUbO3zYdOVCXL3qblWHn4lnlUtfm4bUnRgIqR8yZnct7kzAH77vRFePTDGnY1e9nV0ovNoMGoVY9YI3syCMUknt3cxCfm5I4pifnarrZhE9Jd/gh/+rCGmxcWsqvZy13/2IQkK/z99krmFznHfI4atYpbFhWOebsTQas3RCASpzDNNOyKYnl5RtLIXzYjm+vm5/E/r1exp/VQQlRUCVw7Ly+ZWNOoVVwxKwdBgJ+8upd/fFxPukmLw6RNGfhTyLmT0rl4ehbpZh1pJi1xWcEfjmPUqVlUnMbHtd28uLWZTIuecyelD1A0fWVHK999cRe94RgPXDKFu5aVDtr/sTo+48FZ6cmPREySue/p7Wysc3P17Bz0WpFYXOY/V5WPyThG4zKNPQl51ec2N7G90cOGusHldCebB2+ew4UVWWjUwqjCK4qi8Lt3qvn128NXwhj6Gn36MWrVPP65hcwpOLaRdqeamk4/l/1uDVOyLVw7L4+bFhQM+dkrisL+dj9mvUiaScu+Nh9rq7v4+RtVyefMLbDz/BeWJm/HJJk3d7ezYnIG3395N/XuIN5glGZPOGXkTwE5Nj3fu6KCi6aNXePoL2tqeWtPOx/VJMq28xwGfnL19EGO38kg5cmPAkVReHl7C39eU8uqqS6+delUsmx63q/qYM5hFTmjRSuqkp2J9188hUfX1AICe1q8+MepWeVY+M+nthOXt2I3allcksZnlhaxYASvWxAEPrWoYEQjf2RXbzCakEl49Lb5p6U4WLMnRCgmsbXBQ3mmhU8tHPo1CILA5CwLb+xu4ytPbuWqWbn8+OppvLG7jR1NXlxWHZ+clzdgm2c2NfK3dXU89nEd3lCcAx0+YpLCgiLHgE7iFCcWUSVwx7nFfGXlpGOSoP7r2lp+9OqeAfe1ecN8sL/rlBj5kTirjbwsK3xc083q/Z19szaNPHjT3AECZ+PxgYlqFfcsL6XbHyEqyUN2QJ4s+mOL7kCUf+1s5V87WylJN3HhtCwmZZox6USWl2dg0KqRZIX1td38+NW9Yz7OO/s6uPR3a/jKyknMzLNN+Pg6JC702xo9TMmyctXsHF7a1sJru1q5bGY2y8ozht1OLSQGuty7ahL3PLaFq2cndHPuOKcYQRCSSelwTCIQiROIxNnfngiBuaw6sqx6Ntb1kGc3kGXXs+kUGXtBgOI0E2lmLT3BWFLm4kxjfqGDn14zg8lZxx4ff7FvtOPhXDsvj+9dUXE8p3ZCOKvDNVVtPmKSTEW29YRPfXl9Vyuz8x28ubuVH726d0K3iG/49koyLXr+vbOVLzy+ZVz2+ZOrp/OphQUT1rOv7QrwwPM7iEsKJekmfnT1dPa09nLH3zYSlxS+c/lUblgwWCVQkhV84RgLfvo2i0rSuHhaFvvafFwxK5sDHX7e2dvBxlo3ZS4zVr1IKCohCAJxSSYcl4nEJKoP6xXQiypKM80nvNEp35mQChZViYtQe2+EFk+IWN/3MsOsozjDhCQrbK7vYUqWBbNOHLKD93Qjz2Hg8pk5XDYjmw8OdHLFzBzynQb2tvqoyLGOah/3Pb2d57Yckub42oXl3FhZMEBz/2RywsM1giDUAT5AAuKKoswXBMFJYsB3EQkVyuuHmgx1KjmeK/lY8QRjtHpD3LqkmEhc4b9e2zthBZ/+vaOVzywt5pLpWeTaj21c25F858VdNLiDfKuvRHOiEYpKfFyT6HFYOdVFXXeAbz2/k0BEIirJ/ORfezHpRC6Y6kKvUfPRwW5+9VYVRq2aDw90ISvw4YEuPjzQBcBHNV1Udxwy3lsbBq7epuVYhzTk4biMXqPCadLiHkZvaDzIthmG7Mjtp9MfodMfQVQlavf7Cwem51jZ1+abME7KZJcFUS0QiMTRiSpsRi37231DNpr1018J84fVBwH4w+qDfHZpMZvr3Tz+uUWjOu6S0jSe29JEnsPAzQsLuH1p8YQdQD6e4ZoViqJ0HXb7m8A7iqL8tyAI3+y7ff84Hu+04sbKAjp8CYXBO5eVIKqFAcMKJhI/f6MKh0nLvEIHnuD4GJqyDDN5jokbsmn2hPjE3FyWl2dw+cwc3q/qoDcUS4a3fOE4//N6FasqXHT6wvzgld109IZxWfVDjrur7giQZdUPqSoJCWXCyiIngpBI0vsiMXyhhDYNioBVLzIp03xMzXXlroQaqCcYo6ZrcEdxnsNA4xDyFEMRlxlgMHe19DKv0M7WBs8xj/kzatVMz7XhD8dp8YZGNMhHw2YQBxU0zMyz4QmOvgdG26fe2dQzemdm+eQMLDqR+y+ewhXHoSV/MjiRMfmrgPP6/v478D5nsZEHBjQ/JErpsqnpDJzwpflYCUQlvvLktjENVjBp1WRa9SiKgicUwxOMYdGL3FRZwGeXFPHACzvJsU1cI7+qwsWqCheQaAQ70OHHatBw7qQMHCYt6WYtZZlmPvXoegQSob5p2RZ2tw4uja3ItqIRBWQJsmx6uvyRQQakzRui3j3YqLQfVl/f4A4yp8BOtz+CPyKN6NkbtGrMOpFMi5bdLYfOyWXRUZhmIhKX8Efi2A0a1CoVwWj8mDXiN9d7cFl0mHQiFoOICoGDnf5BYx1LMkxkmHXEJJkuf5SGvgvLtBzrgFXEjFwbBzp8ZFr0aEUVDe7gkOqbBq2a0GFFC9NzrENWrO1o8jI73z7q3NcVs3K4bUkRD71/kG2NHmbn24+6TbpZx5pvnj9ug8VPJONl5BXgTUEQFOCPiqI8Arj6h4QoitIqCMKQGcwjBnmP0+lMfC6enkU4JlHV6uOLK8pYXdVOXdfovKtjwWbUjjnsMhoDrxNVXDojm5sqCxDVAmpBYF9bL0vK0snvm8j06Ic1rKvuptMXobEnyDll6SN2fp5q1CqB2xYXcc/yRL3zE+sbqO7w8+iHtUnPPNOiw2bUMtllorknPKBiyqIXWV/rRqMWiEkKogrOK8/AF44hCAKSorB/FH0TsnIozKPXqCjtm0i2dQjjNSPXyvZGD51HKEa2+yIDLhzjRbsvAoft16BRMTPPhlmXKDn2hmPsb/cntYkEEnH+NLOWvUc4NTubE153/0XAadJSkmsiFJOQZAWrXkMkLrG9yUt5phmLQYNKYNB+DqfNG2JhsZPuQPSoCeRyV0LfP82k5amNDczKs40qd3Q6GHgYv8lQOYqitPQZ8reALwMvK4piP+w5PYqijFg4PRHq5E82Xf4If1x9kMUladz//M5BP9LxwqBRU5JhwoWCwVAAACAASURBVKQTkWWFmCyDAnFZOeaVhMOo4ZZFhbxf1cnOZi85Nj1P3rV4QHXSloYePvHQugHbzc638+xhQ0kmIj2BKNc8tJZQTCIUlUYcPn6kjEFRmhFBSMR+M8w6bEYNwaiEy5Lwam0GLa3eMD3BKDaDhiybnnBMYl+rb9jxjpD4DMtdZrYPIccxPcfKrlO8IqwsdrK9sYfZ+Q4OdvqPayDMsMcocrK1oQeXTT/q8Mq0HCs1XQGmuCyoBIHNDYe8f5dVxytfPofqDj9VbT4+u7R43M/5ZHDCE6+KorT0/d8hCMILQCXQ3j/nVRCEbCClWzoEiYHc6Xz+sS04jCfOMwjFpGGNucuaWNKPlIg7EoNGzaXTs/noYDeReMKLjcsKcfnQMtsTjDIp08wHX18BwJ5WLxq1iu+/vJvecPy4xp2daBwmLW/953Je3dHC/c8NrX2vE1VMz7FR0+mjwGmg0GlEBtq9Yao7Axg0KorTTaw9mGiWqe8OYtKqsZu0NPcZqA5fhLruAKUZJspdZrY0etCLA5vLMi06FpWk0eQOsmWYEMSull6m51rZ1dzL7Hw7Fr1IfXcw6R2fKExaNdNyrCAI7G3xEokryTzCcHr6x8OGOjdqlYAsj763oP97v7XRQ+FhDki6Wcszdy8h06LnQLuf13e1ccuiwgmtmXQsHLeRFwTBBKgURfH1/X0h8CPgZeA24L/7/n/peI91pjIj15bwGL2npkmqvTdCe2+EwjQjKkEYpMcyFKGYxLYmD7tbeqnsa6bq8EX46b/3ku8wkmHWsbHezaO3zseSlrh49Xv4K6e6TtyLGUc0ahXXzMkjEJH4zou7hnyOSaemPMuKLxxnR3Mv3lCM4nQTK6dk0uAOUu8OsKDIgVqVCN1EYxI7j7jYxiQFp0lHhy/C/944h/lFTl7Y2sS7+zq4Zk4un5ibx8Y6N5/+84Zhz1WtEsixGXjk0/PIsRtRFIVXd7Ty5f/bmnyOVi2gVavGtRmvYpi4ODDuZclqVWImajASp7EnRMsYcwozcq3sbE689waNmp9fNyv5nSzJMPHrG2aP6/lOFMbDk3cBL/TFsETgCUVRXhcEYSPwtCAIdwANwHXjcKwzkuEGZJ9s6ruDqISEdxY4whAUOo2kmbVIigIIdPSGkx6SqBZ4/vNL+MvaWrY2eCjLMDMr395XRXT6e0Ua9dDGKhKXCcdkNta7MWjUybF7D98yl2hc5i9ramnqCeEORLHqNexq8WLWiUOGVtYd7Ob3N8/hspmJSo2Lp2ezen8nkqzQ6A7y5u52LDpx2HDONy6azN19OYTN9T18/rHNeEKHqlbKXWZqOgNISiLkUdN1fOGUuQV2OnyRET3pHY0eSjNMWPQa4nJi9qw0xpIcUSUwI9eKqFZxoC+kMlZm5tlo8YSo7ct5uaw6/nzbggFy289vaSYmyXz+vFKicRmtePp/b/s5q5uhJgrv7mvn9r9NnNddnG6itiuAThSYne9AQWFrg2eQrO5/rJzEdfPyyHca6egN89K2Fj69uHDC1guPRFySeWFrMwc6/NiNGsw6Eateg4LCazvbeHNPe/K5DqOG6bk2eoJR7AYNX7mgnBm5Nr71wk6e39JMWaaZP9wyjzSTll++VcWGWjf+cAyHUUeDO4jdqMFh0qITVcTiCg3uAJfNzOHHV08f8RzdgSi/eLOKXc1eegJRGg+LSZdmmHjnvvMAaOoJsupXHwwI+YgqYUBte7pZS0mGOVEyIcDBDv+wc4DzHIZB8e9sm37M1TnHIt1QmmGiOxA9rjLL2fl26rsD9ARjzC2w8+DNcwd0YG9r9PDDV3aztcGDw6jhylk5/PCqkT+LiUZKu2aCU999YuOmY2F2vo3mnjDzCx3E+nTehyLDouOe5SVJ3Y9Mq547l5WczFMdVyRF4bH19exp7k12ffajUQlMybKgFVUYNGq+fH4Z50w6JHMgywrffWkX37xkCvXdQTbX93DPY5v55XWz+O7lFbR7wzy3pZnN9W7UaiN2g5YPD3TRf5SiNCOXTM8acMxgNE5zTwiDVk1eX5WS06Tlv66Zweb6Hj758DoKnQbsRi0xSWFfWy//2pGQYMhzGNn83Qu4+x+bCcUktjT0oFIJTM+yoBFVeIJRaruCdPkPfbbzCh0DjPy8Qgc9wShWvci2Ri8GjRpJUdCqVaSbteTax27kN9b1MCnTjFYU0GvUyHIipBOLy9R2BfBH40x2WbAZNCgKhGJxdrf0HnM9/rQcK+lmLVfNzuXKWTk09oT6kuKHVmYxSea6P6zjM0uKsBs0PHDp1BMmB3yqSBn5CUDBMAOvTwVVbX5ikkynf+gqH4NGzXmTEw1D3f4oRueZ8RXSieqEBo1ahcMkDtCDj8kK+9p8zCmws6rCxcKSgfM4PaEYs/ITQyCeumsRz21p4tnNTVz1+7WsqnDxlZWTuHdVOUv/+13SzVqCUYmFJU7STNo+2QAP71V10OEL44tI7Gry8tyWpqTnXVnk5JIZWeQ5jASjcT6u6WZKloU0kxZZAQWFaTlW/rC6GptBwzmT0jFqRR64dAqbGzxE+rpo+73oSS4zC4ud7Gj2JuvON9f3sLDYSYcvgkmrRiUkigJq+0ogQzGJLJueAoeB6s4AdQePbQLaSHOULXrxmCS5XVZdctCKVi0wu8CBNxRjf7uPu5fP5sq+ZqXidNOgbTVqFbefU8zKKS6+fdnY5bFPB86MX+hpjt04capMjlSUPBy1SmDN/StIO0X6HCeSmCQnk89DGZqp2VYe/9zCIRULW70hvvPiLq6bl4eoVnHDggJuWFDAkxsaeOj9g7R5w1j0IiunZvDmng48wShfOK+MTy8qRBDgv1/bx+r9nfx1bd2QcgEb6txsqBtsVLNtejItOrRqFTubexFV8Oc1NcwusGPWibxX1TlA9rifA33iaAuKHGxrPBSGW1/rJsumx6YXMWrVeIIxOv0RFhYnBoiHovETKpftG6FMdSiybXp+ef0suvxRfvTKbhYUOWlwB9lQ66bcZebBm+dy0bSsEfehKAqPf9xAmzdMZfGZaeTPnOzCacy8QseE/4Ll2PSJOPMZaOABNta5afaEMOuH9ntm5dmGlaQtSjPx6K2DZZVvrCxgRq6Nmfk2CtNMfPOSqWRadIRjMiadiMOkxaLXsLXBw/52/5j1YFq9YfzRxGCLmXk25hU6+crKSZj7BlrcsCB/SO/10GvuIcdmSJRAkpBasBs0bGvysqmuh7beMFa9SCASp90XwRuaOHr337u8gle+fA5LStPJdxhY/fUVPHzLvKTEgKhSJV/XSDS6Q4Rj0oBBQmcaKSM/QfjTrfPJnaByvGqVwOfOLWH5CHK7pztLStNZXp6BisGVNLPybHzhvLIht5NkBZNOpNxlSQ79eHx9PVc9uIYHnt/Bty6bmpSzMGoTWicA9d0BonEZlQDnTx27nHWWVUeB04hZK7J6fxc7mrysr3Wz9mA33r4kZbpZR2GakcoiJ2UZJuYW2JmRa+Pwa1G9O0h1h5+FxU6cJi0WvcjM3EMXNKdJiwLY9BMrmf7nNbXsaPLw+Pp6drf0Eu9bjUx2WbhrWQlVbb188YmtyMNcOMMxie2NHj77tw3YjRpuW1J0Es/+5JKqrplAvLStma88ue1Un8aQ3L2sJDnk+0ylqSeITlTx4LvVNHtCXDw9G5UAl87IRlHgyY0N7Gjy0uELJ9Qp4zJ7WntZVp7eNywigz/dOh+NOqEN0+AOMiVroDepKAp/XlPLFbNycFkTxj8uyby8vYWPDnZj0WtwWXW8vL2F0gwzy8ozeHx9PfE+obRgVCImJUo3O3wR8voSoIcXPqWZtEzPtRGMxtne5B2kAzMtx0IkrlDd4UcnqpiUaR6yW/bcSen0hmJJzZxWb4gJUu2bJNum5wdXTmNpWXpyBfPPj+v5bl9fw5v3LhuUSG3qCXLNQ+twB6JIssLy8gz+fnvlST/38SRVXXOacNXsXHY2efumSE0sDp9peabSX8WS5zBS153wcPMcBr70xBbWVncPm6/o8iWM4J6W3mS3pFErDjLwkJgm9blzS2j1hnh3Xzs6Uc3SsnQ+MTePT8xNTJFSFAWHSUtxmokFxU5+/96BZI03DOwkbfKEB3WWdgeirN7fOezr3N3i49xJaaSZtGxr7BlWDqGmK5DszIVEgnOyy8IHB7qGfP7JZmGxk79+dsGgMJql77s6p8BOpiURXny/qoPH1zfQ6g0RjEpJ+RCbQcNlM7NP7omfZM78X+5pxldXlTOv0MGTGxtH/KGeLM6dlM73r6igLPPMKisbCkVRWFPdxS/erCISl5Pv/5Qsy4gJ6X6unpM76mNl2wxkD6PKKQgCF03LwmbQUN3hI9OqTxr5WXk22o4oXewNj62GXCUklBqHi7GrBFhQ5EyWz07JstAbjhGKSnxwoIu5BXa2NJy66Wb9bKrv4dXtrVy/IH/A/YtK0njnvuWUZpiRZIXfvL2fgx1+rHqRmXlZ/POjeh7+1Fwqi51YDZozTsbgSFJGfoJh1olcMiObS2Zk87/vHuCFLc0IAhzsPLrUwHiiE1Xcd2H5kJPnz0RCUYk7/7GJNdWDvVSrfmRNIZMuEa9+5IMaZEWhMM1EodPIopK0AZ2TiqLw/v5OIjE5OWJxOPoVDp/a2EhtZ4CZeTZsBpEPD3QP+fz+BrbRIAjCsLFqgDkFDrYcJuJl0opUtfmSdf0TxShKssKv397PxTOyBnxGWbZDkt4/eHk3j62v539vnINeo2Z2gZ0vnFeG+gRPgptIpIz8BObWRUU8srqGXIeBCytceEJRekNxvH3t6rkOAwIMKIMbD1QCPP65hcwfYcD3mcbru1sHGfhch4F0s5b9HSPXbm+s62FBkQNJVnjso3rCfYHrKVkWnrp7cdJgP7mxkQeeT4id5TsNLJuUwdKydDIsOubk2xEEgY8OdpNj11OcbsIdiFLXHUzE3h0GAhGJ2fk2ZBl2NB9Sotzf7kejFrAZxFFVwEiyQrnLOkCNEcBqECnPtNDuCw/4PnlCUUw6Nf5IYjUTGEEp82TT6g3z3Rd38dsb5wz5+H+snMRHNd1cOiP7hI/4nKikjPwExmbU8OWVZXx4oItHbp3P+b94f8Ckn/6Ow6I0Ix2+SFI7ZbQsLklDEBKe2frabqJxGVlJdLOeTQYeGBB7BpiabSEWl9neOLoJQzFJprknnDTwAPvafMz+0ZvMyrNz3fw8VlcdCr81ukNsa/Tw+PoGAKx6EYteQ7MnhFatwmoQcRi1SaVOUaUaUCtfkW2lvTec7FKNSQqlGSaaesJ0+SNH7RINRAca6kyLjp5gdJBqpEoAi07Dwcih711Vu4/KIie+SIzG7uC4Cp4dC0Vpw5eJZlh0/Os/zjlrDTykjPyE5zNLiqlq8/P0pka+cfFk7nls8GDtuu4gc/LtSIpCMCph0KiTgxj6uX5+HtfMycMTjFLTFWBLfQ8/uWZ6Mi5c2xUgzazley/u4sVtLexq9g4QcDqT8QQTiUqnScukTDOeYIx9rYfCE6NhzzDt94qSWGkNNaXo8KqX3nA8qVkflWSMWpEDHX4umuZiQZFjkNe9p7UXm0HD/EIHwaiEw6hhxZQM7jinhB++soe/rasb8XzTzToWFmtQSISRuvzRAV2+/Rwem+8nJilEJIm9rT4cRg0LcqxH1aTpl4XoF2wbT17c1sy9q8qHfVwnTqzyz5PNcZdQCoKQD/wDyAJk4BFFUX4rCMIPgDuBfvflW4qi/HukfZ3tJZTD4Q3GuPi3H/C/N83hg/2d/OnD2hETgWatGpNeTHZw/uyTM1l0RCv+cKyv6eaGRz7mmjm5Z6z0aj+94Rivbm/lt+/sp703wvxCO5vqjy2hqBMFIvGx/ZZybPph5XJn5NrIcxjwBGN8VDN0HP5ILpiayZ9unY8vEufah9exv33kiUiVxc5hZwiUZphwmrRsqusZ8mJnNSSqh6rafHhDMXIdBnJtBvyRGJGYjNWoQSUIdPnCOEy65EVuToEdtcAxv89HolYJ/PTq6dxYefZMlRuKkUooxyODEgfuUxRlKrAI+KIgCBV9j/1aUZTZff9GNPAphicQjTO3wMF9z2zn+gX53H/xZMQRlp/+qER6X2fq584pHrWBB5iSnRB1entPO9GYxOr9HbSMcWzg6YAkK9z75Da+9cJO8h1GFhQ5sBm0uCzH1tFrGqYb9ljZ2ezliyvK+MMt80bdJPf23g6++MQWtGoVb3x1Gb++YRbF6SaWlKbxpRWDm7mq2/2kmwdLapRlmjnYGWDjMAYeoDcUZ0Otm2A0TkW2hVy7gYaeIHtafZgNIrIsE5dl0i36pIGflmNFlhU21XvGbaj7PctLznoDfzSO28gritKqKMqWvr99wF5g9LVkKY5Kjt3A7z81lx9eOY1fv3WAzywtPmpt7+6WXiqyLWNulbcZNPzPtTNBAFGtYtmkjBEvKKcrX39mO+/s62BxSRoqFaiEvmHUkXhyCMpYsOhFxvtt+tnr+7AaRP7fJ2YwipGjAPx7Zxuv72ple5OXa+bk8d7XzuMnV09nYYmTz51TzOx8OzpRhc0gEolLdPmjCAIDppJVd/gpGUEO4XBiksKeVh8bat20ecNoVAI6tQqdRmR7o5fNfTF+nSjQ4gmxvclLmkmLb4xln0NRkm7iy+dPYiI1dE5ExtX9EAShCJgDrAeWAl8SBOFWYBMJb39Q4O5sHeR9LMwrdPDrtw+wu8XLb26YjcOoHTH2uqfVN6rJ80dy/hQXq7++ApVK4PktTZw/Zext9xOZpp4gb+9tJ9umQ6WCj6oHfi0FISG53B2I0uge3Sqm3h2istiZDF+MBx8e6OKpjY3cWFnA8vIM3q8aXd/EH1bXcP8lk/GGYtR0+vn8Y5v55Lx8vnN5YoEtyQqt3hA6UY1ZJ6JRC6hVAt9+cRfPb2mi0GnEZtQOSPKPlpisIAgC62vdOI1aylxmNtS6mZFrTyZ18x1GtjUdX7gm3azjoVvm0tQT5I+ra/j5dbOOa39nMuNW8CoIghl4Dviqoii9wMNAKTAbaAV+OdR2iqI8oijKfEVR5mdknLnaKOOBRa/huXsW89jH9bgDUb5/RQVfu3D4hBNA/hhljN2BKDuaPPjCMRRF4dIZ2WdUTXFckrn1zxuQlYQxOrLlHxLa8tsavbR5wywsdjLMYKhBbKh1U5FjZVaeDY1aINOiY7LLfFzn+8SGRPXNn29bwIUVoxubuK/Nxx/fr2HWD9/kmofWkecw8vv3qrnywTW8uLUZtUogz2Ekw6LDoFUjqlUIgsC3L53Kty6ZSm1XcEzzfo8k3DfzNxKXCEcl5hXY2dt6qKu2tjvArLzBSf1Cp3HYKVyH88m5ebx17zKmZFn53TvVzDmDxcXGg3Hx5AVB0JAw8I8rivI8gKIo7Yc9/ifg1fE41onEHYjiMGoGqQlOJES1ih9dNT3ZkPLFFWVsru/hvWG8vNGOMZNlhb+tq8OsF+kJRHlnXwcoMC3XyldXjnwhOZ1Yd7Cbmq4A8wrtxCVlyKoQdd/nH5MSQ6kL04xoVALVIzSkFTgNWA0aPuob2p3rMOCy6NjS4GGyy4JGLQwpHzD5KAMqIjGZ37xdxVcvmMzNCwsGTKgaiY9r3Zh1Ijl2PXpN4juwo8nL157Zzux8O0VDhGNMOpFblxRR1e5LlnYeCzWdAablWPn6RZP527o6PMHogHGS3lAMfySOWoB8h4Fch5GargANPUEcRi2haJxQ7NDFV60SuHxmNudNzmBRSdqATuHLZmaztCz9mM/1bGA8BnkLwJ+BvYqi/Oqw+7MVRWntu3kNMPQk5AmEs2+IQ3NPAElSKM44Pi/sRHF4x6EgCFw5O2dYI//MpibuOKd40P0vb2/hmU2NeEMxfnDlNOYWOLj9sOfdvbyUnkCUX75VxTUPreXmhQVcOy9vQmnfHwub6rqZW2BHVhKlikNxZB6jvjuIICS0UrY19gyootGoBeYUONhU50Y+LLTT3BMisy+pWdWeaKYqSTdhNWiSiUjlsMdGoqrdxx3nlDAly4pRqx51P4Q/Emd/u3/AZ3ZTZcGQBv5wvnz+JJp6QhSnm3hnX/uoQ1YAv7xuFpfNzE6OgAxFpQHDxPs52BlgssuCQaOi2RNKPt8TjPKlFWXcuriQX761n5J0M5+YmzusxPXR9OJTjE+4ZinwaeB8QRC29f27FPgfQRB2CoKwA1gB3DsOxzrhqFUCBU4TRp3InyegUNhQ+EcYtvDguwdo7x1cpvfbt/cnRtApMGeYuL3DpOXHV03niyvK6PRHeHZzE25/hKc3NfLYR/Xsaxta2Goic9PCQrY0eNja4GFv69AGNjSEEVWUxFCNskwL2baEwZmSZSbbZmBDrXvIGvldzb1JLxoSgl/bGj3kOwxUFjvHJC0djCYmMz1x56IhK2KGQqMWmJlro7knoXtz88ICvndFxVG2SsgC/P32Sn5w5TRKR+no2Awa7r2gnKtm5wyY8XvRtCw+vbjwiOeKLCx2YtGL7G7tpa47SJc/Qo7NwPevmMZ/XjgZGdCLaorSTWfsDIOTxXF78oqirIEhRLjhtC6ZtBk0o46BnmpuWVRImlnH/c/tGDRdpycY4ytPbuWLK8rIthnY3eLlzd3tHOwMYNCoWVaePmJ4qqknRFlmwpvqDcX5uLabF7c2U+8OovoQrp2bzz3nlfDRwW4WFDknvFplhlk3aKj1kYwk+LW7pZccm35UQ6kL0oxDag419oSIxOUhm4+G48Wtzdy9vJTZ+Xa+uKKMH76yZ9BzLDo1U7KtqAQBtSCwvbEnKX8wPdfKTQsKxqw7kz4KA5tm0vLU3Yspyxx8QVCpBL55yRTWVXcnVy2TMi3JBqtJmWYOdPgxatVk2/SUZCRWGetr3Kw92MWXV04a8dg9gSgt3hClGebTcoD8yWBi/yJPIXqNesxJy1OFIAhcOiOb86dksra6i//6994BxuXjGjcf12xI3i7NMDEzz4ZJq+b6+flD7TKJVa9hT2svxRETNqOG5eUZrJicSXWHn4q+yTsxSSbbZkAcbYbyFHO0lEvnUYxvizec1IIfCatheGEzeYxlf6/tasVl1XP1nFw+tbCQd/d10BOIohVVBKNS8u/DLzxTsy3sbfVx88ICvrSijJxjGEozt8DBs5ubhn18Vr6d3904m8IRpAV0opqbKvP5Qd+F6fBEvlZUkWPX0xuK0+IJ8vD7B5mRa+OKWTnJKU8j8dSmRv77tX28e99ySiZoePVUMzHk5FKMC3qNmpVTXbx173Kevnsxty0uxGnSohVVnDspHWvfaDuNWkWTO4TNoCHNrCUmybR4QkTig8MUNqOGi6YdUvnTa9RoRVXSwPfvb3KW5bRoH9/R5GVOQWLcYsYwXmokLpNmGj4kYtKqaewJDvs4JAZKj6SLII2hf6E0w8S2Ri9/+rAGRVHQiiq+f0UFzZ4QWxo87Gvz0e6L0HiY/o5eo+JLK8rY/r0L+enV04/JwEOiQ3UodKKqr8N23ogGvh93IIrTpOU3N8ym0R2kKC3hQO1u6aXFE8YfiZPrMFLd4ecbz+4YJKc8HDuaPKSbtehSXvywpDz5MxCVSqCy2EllsZPvXl5BKCZh0WtwB6Lc/9x23trTAUC3P8rcH7+NLCvIisIkl5lfXTebaWeoZk1MkvnrurpkeWC2TU9FjgWLTkNcTkxbAgVFgarDhnnnOgykmbSoBQGVSsAXjh1VMmBWvn3YcE6aSYtBo6YnOLp6+jSzjnZvmKq2Xr7x7A6+f+U0DFpxyO0NGjXnTkrn+vn5XDAO4cYpWRYunpbF67vbBtx/76py7lk+ehnqe1eV88Xzy9CJatYd7OLVHa2DnrOz2Us4JuMORvnPp7fxxJ2LjrrfZk+YmyoLJuzozIlAysif4YhqFZa+OGy/J/Xw+zXUdPnp8EUocBpQlEQOYkuDJymSdSYiqgTMOjWTMs3IisLBzgD5DsMgAa7DqSxysqHOTXNPiFy7geY+iYfSDBN6jYo9LYOFzDRqgZGiMcXppkFqjyOhVatIt+ho9oRYU93F15/Zzk+unk65y5y82NgMGj4xN5c7zilOTrgaDwRB4J7zSgcZ+bE2fAmCkFzpTcuxsr/dn6wymplnIxKT0IpqNGoBg0bNuoPd+MIxLEfR8v/5J2fwm3cO8NUnt3L7OcXMzBt789+ZTsrIn2WYdBq+dtFkANq8Yfa1eXng+V3JGH5h2tENhCwrBGNScqbm6YIgCEzPsVHXFSAuK4hqFe198XdBYIBh1ooqTFr1AHlfs06kNMNEuzdMmzdMICpRnG5ErVLhNGlp84aJSzKSomDQqrEZNEMaw7E0l2lFFbVdfpo9ifBFqzdMW28bOlHFqgoXc/Id3HNeKfkOA+IJGuYxNduCSaseUOt+PFIX183P5+Xtrfzupjn8a0cLXf4IO5oOrYzmFtiRZAVP8OhGPhCVuHxmDvMKHayr7sKgUTPpKL0HZxupmPxZTJZNz3mTXfz4qumYdGqsepFs2/AJxbgks7vFyzef38GaA538/r1qtg8hoTuRuXRGNnFZQZahptNPfXeQfKeBLKue+YWHOidn5dkGhUOaeoJYdBqm51qTBq+2KzELdkOtmwZ3kBZvmPbeCLVdgWSlyJE09YRG1LlRCSTPZXqONWng+1EUWF3VybJJGfzs2pkUp5tQCQL72np5aVsz33h2+7G8NcOiE9X8xxFVLotLRy96dyRatQqtWmBRsZM/fno+n11yqD+jssjB3jYf+U4DGUcRi4vGZeYUOFhQ5GBtdRcXTHXxo1f3jDj16mzk9HLFUpwQLqhwMTXLSltvmC0NHuYVDm4Tb+8Nc8EvV+OLxCl3mekNxXl9dxu/eLOK2xYXIckKV87O4e097fSG4ywpTaMix/r/2zvz+DarK+9/r1ZLsi3La7zbSZwFZ3HiJBAglEDYS1OWFlpaaOmUZveD9AAAIABJREFUaadMp9O9hXnbdzqdKd07Ly18gNJSWlq6sZRSypoCgez7HjtxvO+2FmuX7vuHZEe2JduJ7Uh27vfz8cfS80h6jqRH57n33HN+Z8J51ucKm8XA0/dcxL/+dg87GyVmvYYuhw9vMExeRqRRdbpRN9RUY3mJlZPdA2RbDMyxprHlRO+4CooaEdFoj5eumG7UodNEYvbH2p1U5Jo52BqJ/1sMWkwGLaU2Mye6XVxYmc32hvihpAyTji/9cR/vX1HMgRY7B1vtdDh85KYbKJ7CcM0gd11cwYOv1+H0BSnINE4ouygRGiGYm5dOfvQ1blhWiN0T4OVDHew61cdtq0r5/NULxkyJlFLyl72t3FJbgk6joaF7gBcPtHPPZXMnLOZ2vqCcvAKAx+5axauHO/nvFw/z+asWoBGCTcc6STfouPuSCv7f68dx+oJkpOlweoOYo31NpWRIJO3JLaeGXu+5PS386u41kIJyRBqNhh/fXoNOK3j1UAeL5mSwp6mfdrt3KHfdpI/MbAw6zVBDD7sngFmvIT/DSHNf4irQpcVWvIEwB2Mat2RbDBRnpRGWkoOtTvIy06gutrKjoZfqokzSdFq6B3x0On0caLUTCEkEJOzw1NjrYXWFjd9sOTXUHcpm1jPgC01LfUeaXstV1QX8ZW8rX7x6Ic/taeVDa0oTNiMfizaHl6PtTtrsHgqtJoQQ3HFROY19bi5bkBe3QjsWKSV/P9jBVdWR92mzGCiwpnHDskI213Wz6WgX62eZqN5kmHTTkKlENQ1JLlJKXjnUwTv1PWw62smzn7mEn22qZ9vJ3mGdjcZqNhHLkqJM3rMgj89fvTAlRc5ePtjOPU/uZHFhBumGyOj90Igq2Nj3urAggz63H6c3mLBpS5peg8Wgo2fAz6pyG4fbHORlGDHoNKMyctZU2NiWIAOnyJoGAlr7x04lFEQWMs0GLXZvkJNdA7z9lfVDo+SpxO4OsOlYJxtriln//U3UlGadVWOZ+i4X//HsAWpKs/jytYuGtofCckLnSSAURsDQGkQ4LPmP5w7Q4fDxxtFObl1ZwgO3Ljtju2Yy0900RDFLEEJwdfUcvvm+ap64ew1Wk557Lps7qmlIc5+b1RW2uGGdWIx6LT/dVM+Dr9elpOb3VRcU8P0PLEerEexp7h+qBYilIVZuV0ScaiCO5k2GMVKqv6w4a2hkrdWAJxCioccdN+VyW0Mfayrja9e32r3R6tyx34MEDrc58AbCHG138sHVJdPi4CFSM7GxJtIqotCaRn3X2GmkiZiXl85DH6ll28leXjpwOmtnogOBvx9sH1ax7PAG+NCaMq6uLqAgw8iS4swxnn3+oUbyinG547EtbK6L34KuJMtEUZZpWBYKREa0mWn6ofDH7WtKCYYkUkrWzs3hvcuLUqYMvanXzed/v4fDbU4KMo3DqoUrcsw09LhZXprFRy4qY2VpFjaLkWMdTj76860EQpHfz6I5GRyJya3XasSECp50GlhRllgiYd38HN5K8NkPsqIsi92N/WSm6Xjji5efE62Xpl43JoN2QrIHgxzrcKLTCMqyzei0Gh7422G2N/SxsiyLr98wvqaOlJKntzfx1T/v5+YVxXz2yqphYmt2T4A/7GjiE5dWprSS7HQw1kheOXnFuHz8F9sSqlwCw3RcMow6PIEQ86O56P3uABajLlpRG6a6KJODrQ6Wl1j55d1rsKWIqqU/GObxzSfpdvlYV5XHqnIbYSk53ukiEAyzpjJ7lON4aFM92xt6qSnJ4pG36nH5hodwSrJMNEdnQctLrARCEr1W4PIFyTIb6HR4aerzoBVQW55NGMnepv6hC8eS4kyOtTupKbVxuN2B0xuR5zUbtNgsBnIsRlrtHjockQvpwx9ZybVLxu4Ylkz+tr+Nzzy1ixuWFfGjDy5n68le7nhsKwBvfXn9mDIi4bDkOy8dZsuJXoIhicWo5bG7VmMdQzrifGIsJz/tC69CiGuBnwBa4DEp5Xem+5iKqSMUlqNEz0YSO3UuzzHT0DMwNKottpnoGfCRn2Gkqc9DY09EDkCrEfzPi4f57q2p0dHHoNPEreBcOUZDik9fPo9PE3nOpQtyufln7wzbn2nSM1cvyDBGehQcarPH7D09WwhJhmZCK0qt+EOSAV+QHpcff0iyraGXbIuB2nIb3S4fGUYdh9udNMZIAH/hqgUp7eABrltayKN3ruKeJ3fi9Ab40W01Q7OQeJIag7T2e3j87ZM89vZJVlfYONDSx7tfu1I5+AkyrU5eCKEFfgpcBTQD24UQz0spR0voKVIOKSWf/vXOhNWZeq3AbNARCIbRiEgmiEGnwRuzKGnSa2np87Cs2EpRVqS6VohIrPtE9wBfdvnOaMqfqmSZ9FxYmR3tbCQIhMJ4AiHMQsexThdjlsDG0O8JcjJmHWBQpbF3wE9vNNZfW24bCgUZtBq+dv0iPnZxxVS/pWnhysUF/M9NS7nv2f3c+9Qu3rusEINWw0ObTvCDDw6/4B/vdNLc5+Hjv9gOROo6BmeMLx1o564471lGO34NZu4opn8kvwaok1KeABBC/A7YCCgnPwP439eOY/cEMOk1wzr1DFKeY6Gt38OhNgdrKrIJA8c7nMR21Ot1+SjIMPJ2grjypqNd3FpbMk3v4NxR3+VCAsc7XPS6/awos7GvOTJyn5+fTl3nRBcpT18MCjKNQ1rw8VhQkM6DH17JghlW4fnB1aXsONXL73c0s7muh9tWl/L+muGKk11OH/f8aic50RmM3e3HG3NivXW8m1tqS3jlUDuHWh1U5qbj8gVYUmzl4nm5/HZrIwadhnuvGFuq+Hxgup18MdAUc78ZuDD2AaqRd2pypN3Bj187jpSQkaZjQbaZdKOOXY2nUykz03TURSs/tyRIqewdQ4RLpxEc63Dy+pEOLqzMSXkt+rHYeqJ3WFppbNXlROUf8tKNnOw+7dTLss0JF2SXFGfy209eNG7Zf6ry6cvn849jXXQ4fDy9vYnLFwwvqNAIONk9MGxWE8sDtyzFHwyjEYIvXL0QXyCMLxgayixaUW6jOqqUKqXkcJtzqKDtfGO6UyjjLXEPm7eqRt6pyZPvnhqKMDi9QfrdAQ60OlhdcTpGvXuSkgbBsOSRN0/w5T/uZ+k3/877f7qZ325rTMl0y/Fo6BnujAaliEuzTTT1ji1LPEh5jpnLF+SxsCCDeXkWvIEQc+O06jNoNTx0R+2MdfAQEWn775uWDt3/3t+P4vafXvvJSTcmVLn85/fMxWY28PqRTn76Rh3/8ptdvH60Y1jq6OUL8sgyRRb1n3ingQ8/toWL/ue1obRPly/I0XbneSGBMN1Dp2YgtitFCdA6zcdUTAHrqnJ540gnbXYv1UWZ9Az48QfDHGhxsLIs0gRbpxXDRvZnS7crkh2yp6mfPU39nOhykZGmZ+28HEx6LQsKMibckDxZ/Md7L2B7Qx+F1jSMUVs7HD5yLEaaeif2GZkNWhCj+77Wlts41TNAt8tPabaJ731g2ZQqTSaLKxbls2FxAa8e7uBE9wCf/NUO/uv9S6mMXtg+uracP+xoot8TGJaOek31HDQawcsH2wmEJO12L9fFWXTe3dhHTrqBuy6uIDfDyP97rY5363tweALc/cvt9LkDzMuz8N6lhaxfXMDyEmvC1Mu9Tf1cUJR5xp21UoHpdvLbgSohRCXQAtwOfHiaj6mYAlr7PbTavaOqWz2B0JBjv6wqd1qO/ehb0d66r0T+leeY+e4ty7hw7tmLYk035TkWnvzEGh546chQTUFGmo52+8SbYPuC4bjrsztP9VGVn47HH+KfLp07Kxw8RIrvfnx7Dbf87B2OdjjZXNfDkTbHkJMvzjKx8z+uoq7TiVGn5bk9LZzqcQ+FYW5YVkh91wB/29/G5rpurlwckTl4+WA7FxRlIok0YbeaDKxfmM9rhzv5zdZGGnsGhgTm6rsG+Pnmk/zk9Tqq8tO5pnoOH7+kYlStwYKCdP68q5n3LS/GZEiN+o6JMu158tGm3j8mkkL5uJTy24keq/LkUwNfMMSab79Gic1Ec59nlFzuqgobLX0e2ibYvWcqMGg1/OsV81k7L4dVFfGrRFOBlw608fT2JrpdPpzeIA09EwvVwGnt+kSsnZfDLz62OmWKyKYKuzvAN/9ykGd2t/DsZy6hJkFj+ZHsPNXLq4c7ubZ6Dk+808APJyCx4A+GONzm5Nk9LTy9vQm3PzRKRrk4y8Qrn78Ms0FHOCzpdfvZcqKHxl43d66tICxl3OroZKKKoRRnTKICKJtZT787MFZnu2lFCNh5/1Vkj9GeL5mEw5JP/mo7PQORC6NeK8Zt+D3I8hIre5vtCfffc9lcvn794imxM9WQUvLqoQ4213djMer40JoySmxm7J5Awnz4wTTVzDQ9vmBoQu0nn9vTMiTN8MzuZv796b2Y9RrcI7LHirNM/NuGKtL0Wl451MF1S+Zw3ZI5CCF47XAHWWY9K8tsKVNZm9RiKMXM5OGP1vKxx7fz7onhqY/z8tLPqKvRVCNlJNY6ODVPNTQawdp5ufzXXw8DkG7UYjNHmoesKLOh1Qj2N9vjCpztbbaztNjK/pb4jv7Jd0/x+avGluCdqQgheM/CfDzBML9+9xSvHOpAIwQNPQPkphv58W01LCrMHJappNdqhmLkE+0vfP3S07H7/IzIQm3sgMWg02DUaWjp9zAvL53achvvG9FQ/MrFBfQN+Dna4SQzTU+mSZ/SDXRS1zJFUjHqtHz7piVc8+M3h8rsgZTQ6p6bYhr1I4kVHXP5QmSbNZj0WnZGL45z8yyc6BqejaPXClaU2dAImJ9voa5zdOpgml4zIxf+JopBp+F9y4uGnKrbH2TryV4ae9zsPNXHk1tO8cWrF9Iz4OeNI53cvLKYzXU9WE16irLSWFFmY9vJHg60OHj/iuK4s73Yz6+138PDH6nl7wfaeGZPK+lGHW9/ZT1mg46v/mkfH350C3/97Drm548+32wWAzaLASkle5r6I83tCzNTZmQfi3LyioTMzUvnlpUl/G776VKHfc12asttOLwB2vs9OKN6LfPz0/EFQjSNobM+FdxxYRkVE2hRmEz8weFT/5G1AvHiuVaTftgC94qyLJDD01T73AH+dqCN9y4rGvX82YjZoGP9wtG68MVZJmpKszjS7kAjIguwAPc/u58VZTbuuKhsQiP7D6yKJP5dfUE+X7luMd5AiKyoltJ/3bQEhzfI+3+6mR/dVsOGxflxHbgQgvzMNE52uWjt90xLw5bJMnuHBYop4V8unx8t1Y/gC4bZeaqP4x0uqgoyqCmxsqzYSl2na9rLyG+tLeFbG5ek5GgpltrysWWYNQJqy7IozzEPFZKMnO439rjpHfAN3TfqNMzLs/D09ibOdzRRSeJFczKHVUt//frF3LKyJK6Db+5zJ1QF1Wg0WE16+mMSDMwGHY/dtYqtX78Si0GLy5dYv6k4y8SlVXl0On0pWeOhnLxiTMpyzNxxYXncfbsa+9HrNOyLxpB73f5x+3KeLXMy0/jm+6qHfuCpjJSMKbi1q7Gf3U39NPd5qCpIZ1W5jUyTnkVzTssTZJkjomaZpkjzcKNeQ33XALtO9Y3pSOo6nQn3zUZim5ebDfEDEwda7Dy3p5Wbf7aZn75RxxPvNLC7cfi60qajnTzyZv2o51qMOi6enzuhwrMVKbQQG4sK1yjG5d+vWsDze1uHBLJi0cSc1IP6LFUF6VgMOk50uXCMo2A5EcwGLU9+Yk1KL27F8tM36jjQ4ki4f01lNgO+IAdbHUPNRIw6DctjUgdz042c6nETDIaH6dsP+EP4Q+G4o9WmXjcf/fk23vry+mHO73zmcJuDGx98e6j+YG+znYJMI7//57XDHre/xc6L+9vpniWCebGoM0ExLlaTnnUJCp+CcbokHe9wsaepf8qaeJfnWKiaISJc4bDksbdPjvkYpzfAwdbhFwFfMMy2k72UZZu5sDKbAX+IEptpWFOMQfrj6AG5/UHuenwbbXbvmP1nZzt1nS7ufHwbdz2+jW6Xj2+9cGhUgdndl1RSnjP8cx3Mdvr+34+edcerkTi9gZQI38yModEEmGh/SMXZ8b1bl1Oebebhf5zAH+PYBzs/xSM0RSd4vAtJqrK7qW9U8dhIEsmlLJqTQY7FwL4WO05vkPn5llGzp7JsMzkxWSPhsGRXYx/3P3uAE90DFFnTaO7zxL04zHZ6XD5uf2TLkEzGqv96Ne7jXtzfxvLSLC6KqaAe/M5+t70JKZmSHrHHO11U5liwTaCmY1AieTqYNSP5kRkNiqnFoNPw+asX8vK/X8ZNK4oZvJ6OFas80GKnIMPIyrKJVTAmojzFs2liOd7h4oLCTLLMiT8Xk07LyPHI6gobJ7oH2Fzfg0YIakqyONXtJjumc9aFldk8eueqoVCMlJKbfraZWx9+d6hJS2GWiUunSW4ilfnjzma++Ie9Qw5+LPY227n9kS18/Zn9tNk9eAMhXjvcObT/nRPdw8TSzpaVZbaEDd9j6Xb5eGFf26SPl4hZM5KfaXoSM5WKXAs/uq2Gi+fl8IcdTcMbXY8gLKHD6cPtD2LUafCd5YX4wsrU1awZSbHNxKE2B3qtQK8VSBmZ0VTlp5Nl1qPXatFrBWvn5RAOS3TaSJOV2KpYuyeAQa8hEJbUdUWKgR67a9Wocn+HJziqQjZRWG02EwiF+e8XD8ddMxqLp7Y28rf9bcyxmobNvpp6PextsrN23uTPu6KssTPO9jb189qRTj5/1YJJHysRs8bJK84tH1hVyiuHOijPhU7X6B+XQSsozTaj12rod/twOs7sBxjLexbOHAnqS+fncsOyQv46YmQ2uMC6usLG5rrTDn3RnAyOdYzOiBmcmVYXZfLYXavipqdazXoWFKQPvTbAhhStBJ4upJTc/8yBM3bwg/S5A/TFWeN47K0TlNhMY/adnQqWl2YNW3CfDmZNuEZx7inITEsYJivPsVDfFen1Wp5z9guw1y+dQ1WcisNURQjBJ9fNTbh/5DLFkXYnS4utEZnhGILhyOf68EdqE9Yf+IKhYeGAuXmWIYXG2Uxrv4eXD7bzqSd3cukDb/D0jqmvHXjtSCdX/egf/P1g+xk/d+uJHo62p04q66ScvBDie0KII0KIfUKIZ4QQWdHtFUIIjxBiT/Tv4akxV5FK6LSCY50uzHoNFoMWo06DEJGOUSdiwjj94yxEjsW/XbkgJXOPx6KmNIvrlswZtd1q0g9btB5kb7Od6qJMctMj8felxZlDKZh/3Nmc8Dg/f/skTTHNvN+7tHDGfVZnQku/hy/9YS8Xf+d17nlyJy8dbKelf/oyibyBMF/90z4GxiiEikdtuY0/727mhX2p0TpjsiP5V4AlUsplwDHgazH76qWUNdG/T03yOIoUpKXPg8cfYkmJldx0A2EpWZCfjlYjKMs+Pfqs63RRZE1jzQQlgtP0GpYWW/nRbctZOGdmpE6O5EvXLBy1bdGcjKG+ryMJhiVGrYZCqxFvTCHV5rruhMeoH6Fvc9UFoy8sswWnN8B1P36TP4xx0ZsO+twBbv7ZO2OuPY1Ep9XwtesWs2hO5sxPoZRSvhxzdwtw6+TMUcwkTkW10u2eIKeiI8qj0fiwLxBidYWNo+1OHN4grXYvISlZXmplb1N8R7emIpubVxZz88qSlO8ENR4288SlkFdX2IYtvK7JNgMRpzJW+t36RXn8aVfE6eVnGGd1qGZfs31KCuvOhqMdTn74yjG+94FlE1a7BOIKmyWDqVx4vRt4OuZ+pRBiN+AA7pdSvjWFx1IkmVBYcrJngNx0Q9z4ozsQZntDH5kmHRdWZrP1ZO9QO7x4fGtjNR+5qHzWhBtsFgNF1jRaYxqr6LQCQUTatizbRGOvh9py26gMmWBIUpxl4pPrKrl1VSmJuGhuDhfPy6HH5eezV1bNCMmHs6XUZkavFcMUUc8lz+9txeEN8IuPrZ5x5+i4Tl4I8SoQbx54n5Tyuehj7gOCwG+i+9qAMilljxCiFnhWCFEtpRxV6y2EuAe4B6CsrOzs3oXinNPp9OIPhscdcTs8Qbwxi4MZabpRmulXLsrno2srpsvUpPGehXn8dtvpRcFgSLJwTgaZUcVJq0k/JD88yNxcC4JIs+o7x/lMctONPPXJi6a1kCZV6HB6ybYY6HCMnwc/XWw62sWxDteMCyGO6+SllBvG2i+EuAt4L3CljAagpJQ+wBe9vVMIUQ8sAEa1fZJSPgI8ApHOUGf6BhTJoT06Qi2xmWntH78N4KoKG1oh8AfDtPQPb4k3WyuVr6meM8zJQ2TqPximjVcZ22b3YjZqyT8DobfZ7uABlpVYh+kkJYtul4+FzCwnP9nsmmuBrwDvk1K6Y7bnCSG00dtzgSrgxGSOpUgtnt3dQkWOme0nE/ckHWRvs50dDX2Rrk5N/fQODHduszW3+/KF+Xz52oWsrrAxJ9OILxiK26gboCo/nQyjDk8gRFu/N6X72CYDo07LXRdXJNsM3jqeeCE8VZns6taDQAbwyohUycuAfUKIvcAfgU9JKcf3BooZQ8+An/yMtAn3er14Xk7cJtX/fNlcPrg6cdx5pvPxiytp6fPQ7vCxJ8GCc1V+Oi19bkqzzeSmG3nhs5fOOiXEqeAjF8WXvD6XrBqjT0CqMiknL6WcL6UsHZkqKaX8k5SyWkq5XEq5Ukr5l6kxV5EqnOwemLBeUHm2ia0ne1lTkU1ejPNaWJDB5zZMXzl3KmAyaPnG+6rHfMzxThfpaXqOdjj57q1Lp735ykwl3agbsxnLuWBR4cwK1YCSNVCcJdkWA11jKFDGkpeZxqleD9saerEYtFQXZZJtMfDgh1aeF5pDGxYXUJBpHHPR0OkN8uidtVyxaHaGrqaK9y0vGrVYHYvZoOXKxQXkphu4bEEeK0qzMBm0vHqok7fruvjjzuazztBZWmyleBwtmlREOXnFGSOlpL7TRbFtYid87LrqgD9EfoaR/9y4BOsYSo2zjZHywlqNIBSWZFsMXL4wj8+snz9l+vuzFSnlsKysQYSIyEXcsLSQB25dFre5zA3LCrlhWSFl2RYeeOkIc/MsGLSaIfXO8SjOMvHrT1w4Ixe5lZNXnDE7TvXRavdSMkHxprm56VQXWtlxqg+tRvCFqxdOu/BTKqHVCL5z81J+sbmBqy4o4IpF+RRlmfAGQqTptbM2u2iqkRKKrGlYDFp0Wg3/dGkld66twKiPKJxmGHXj1gp8+vJ51He5uOeyufzrU7snfOx/21A1JYOSTocXXzB8Ts9/kQplt4OsWrVK7tgxKstSkWLc+9QuXtjXxvx8C3WdEyv3/sXHVrN+Uf40W6Y4X5hsbYDTG6Cx183/ff5Q3ISAWCpyzLz0uctI008+tCil5It/2MddF5ezrGTq1CeFEDullKvi7ZvZteOKc05D9wAvH+ygpjRrwg4e4Nk9LdNoleJ8Y7Jhk4w0PdVFVh69c9WoBi4juXJxwZQ4eIjY/Z1blvLHnc28U39u0jFVuEZxRrx+pBN/KEwoUQ+7OCwrsfL16xdPo1UKxdlhNev50W01PLW1kf0tdoqyTGhERP//5pXFbFhcwKqKqc3o0Uc7e33h93u5fGE+8/Is/NMY8tSTRTl5xRlRkRuJJWrHGUn974dWUJxlojjLxBxr2rkwTaE4KzbWFLOxphhvIERYSvRaDYdaHdPWzKOxx83fDrTT5fTRN+Bn/brKaTnOICpcozgjXtjbhk4jONg2OstBI0CnEWg1gkvm5VBbblMOXjFjSNNrMRt0tPV7WVZipcflO6MZ60So63RSmm3iv29aitmg5avXLZr2rCo1klecEYfaHEggHOfkv7Ayhwc/vAKtRpB1BlK7CkUq8Z8vHGR7Qx92T4C3vrx+yjJhWvo9fODhd8lJN/KtjdX8/K7VVORapuS1x0KN5BUTxuMP8Z4Feawut43K+wbY1tDLr7c0kpl2/uS/K2Yf/7RuLnZPgEvm51AywVqQ8eh2+bj3qV04vEHuXT+ftfNyp6RR+ERQI3nFhAmEw1x1QQGPvnWC8mzTUKOQQe64sIx/21CVJOsUiqnhork5vPjZdSwoSJ90Fo/dHeCX7zTw+OaTpOk1fO26RWysKZoiSyeGcvKKCbOlvod7ntwJQHqaHog4eYNOwycurTznJ69CMV1cMAVdtlr7PXzo0S1DHdT+c2MNG2uKJ/26Z4py8ooJ4Q2EeOytk0CkjLyx97QmfHVRJv++YcGMb9mnUEwlPS4/11TPYeuJHm5YVsiNy5IzCJqsnvw3hRAtUZnhPUKI62P2fU0IUSeEOCqEuGbypiqSSZpey8qoAuCK0iycMf02dzf2s/77m+gb8CfLPIUi5VgarQ957t5LueeyeUlrzzgVI/kfSSm/H7tBCHEBcDtQDRQBrwohFkgpQ/FeQJH6NPa4efgf9Wg1YpSGfI7FwHduWTpm02nFzGDAF+St492snZeD1aQW0GcD0zW/3gj8Tkrpk1KeBOqANdN0LMU5YHD9qbook92N/UPbc9MNfPumpayrykuSZYqpxB8M0+Hw4vGr8dhsYSqc/L1CiH1CiMeFEIP1v8VAbHPL5ui2UQgh7hFC7BBC7Ojq6poCcxTTQYnNxMKCDA63OVgT05ruS9cs5Nol8fq8R5p9H2ixs/VEz7kyUzFJbBYDd11coYrYZhHjOnkhxKtCiANx/jYCDwHzgBqgDfjB4NPivFTc0jEp5SNSylVSylV5eWo0mKoIIbhicURF8nC7g9pyG9cvmUNrvzduYZSUkk1HuzjYaldSugpFEhk3Ji+l3DCRFxJCPAq8EL3bDMQ27iwBWs/YOkVKce/6+ei1gl2n+jHoNBxud9Bi97B+UT41I3Q+hBB8cNXs7d2qUMwUJptdUxhz9ybgQPT288DtQgijEKISqAK2TeZYiuRjMer47BVVvH9FMV1OHye73Xj8Ie5/Zj/bZ5zQAAAP30lEQVRf+/M+3p6BnewVitnOZLNrviuEqCESimkA/hlASnlQCPF74BAQBD6jMmtmBzqthltrS7i1tgSHN8Dm493kZhhZWmxVYRmFIgVRnaEUCoVihqM6QykUCsV5inLyCoVCMYtRTl6hUChmMcrJKxQKxSxGOXnFtNM74I9bMKVQKKYfJTWsmHKklJzqcdMz4GNfs53eAT93X1KpBMwUiiSgnLxiygiEwvzsjXpe3N/GE3evobY8m9ry7PGfqDiv6XL6yEjTkabXTvux3P4gXU4f5TnT31s1VVBOXjFp/MEwT245xUOb6inKSuPaJXPIVqP2pNHQPcBDm+rZ1dhHc58HnVZQmWvhhx+sYX5++rQeu93uZVdjH9cvLRz3sT0uHw//o54n3j2FQavhzrXlfOziCqxmPR5/iJZ+D+/W9/CPY1209HmozLVwx0Vl5KYbWVJkHdJn73R62XSkC7NRS7bZQJfLR5peS266gaZeD819bvwhiccf5Ei7ky6nj0c+ugqbRY8vGMYbCBEIScJSotMIrCb9rGpEr4qhFJPmV+828H+eO8jnNlTx2SuqktYc4XzE7g7wdl03nU4ve5r6ebe+h26XL26jdYDVFTYWF2Zy3ZJCsi0GXj/SiccfpCLXQqHVRLpRxwVFmeNWL3c6vTy/p5VXDnUgiay7uLxB+tx+fMEwhdY0MtJ0eANhzAYtLl+QsmwzgVCYAV8IbyBEp9OHyxcc8ziJyDDqKMsxoxGCI+0OAqGp9WPfuPECbl5RgtU8MzT1xyqGUk5ecVYcbnPg8gVZWWbjy3/cx592NTM/P52PXVzBxpoiMtJmxo8jVanvcvGTV49zyfwcLpmfS5bZQLpRR1OvmzeOdvJOXQ/1XS7qu1wJHfrZ8qVrFvKZ9fPj7mvp9/Avv9nF3qb+uPtnG/PyLFTmplNiM1GabUYroLnPw43Li1habE2ZAY1y8oopp/Zbr2D3BHjglqV84Q/7hu1bXmLl959ai1E3/THWZBIKS460O9h6oheLUcs11XOwmvS8cqiDk90DLC7M5Gi7k26Xj1BYkpGmJyfdwI3Lisg06fAFw4TCkmBI0mr3cKJrgC0nemjoGWBHQx+ewGm5pwyjjtoKGzsb+nCe5eh3ItyysoSPX1LBkmIrEAmp/OCVY/S6/HQ4vRxrdzKgGooAkKbXkJtu5MLKHN67vJB183PRaZOTsKicvGJKaO5z88aRTnoG/Pz41eMAzM2zcOOyIn7y2vFhj91YU8RPbl+RDDPPmGMdTg622rmwMoejHU5ePdTBjcuL8AXDtPR5GPAFWVmeRUu/l6PtDpr7Ig55ZJgg2xIZbcc2OY+HSa8lLCW+YHi639oZs2FxAQ99ZCV6rYY3j3XxjecPcrJ7INlmzQgyjDryM41ohMCo16AVgmyLgaqCDJaVWHnPgrxpm+GO5eQntfAqhHgaWBi9mwX0SylrhBAVwGHgaHTfFinlpyZzLMX4nOoZYHdTP1vre8jPTKMgMw2dVnDNBXNGxRallLT0eyixmSf8+sc7XfQOBEjTa7lxeRFl2SZWlGbFHb28fqQTuyeQsn1Cw2HJsU4nL+xt45E3T+APDXe4v9naeMav2Tvgp3cCzcxjR+ipRs+Aj2//9TBdLh8vHWgnpOobJozTF8TZNXqW9cbRLvIzjDxx9xoWF57738OknLyU8rbB20KIHwD2mN31Usqaybz+bOdIu4N+d4CFBRnYLAae2d1M70CAuXkW1s7NQacR6LQanN4Ap3rcQ1PoRPxuexMPbaoful9dlMktK0t4dk8LbXYvTb1u+tx+Sm1m2hxe3jreRVV+OnqthkVzMqnIMZNlMVCZY+HN4134g2HS9FqKbSYuq8rFZjZgs+g50GLH7gnwxhEXv97SiN0TGGWL0xtkf7OdS6typ/xzmwy+YIgv/H4vm452nfWi32xmd2P/sB6+islRkGlkRamNr1y3iMrc5KRtTkm4RgghgEbgCinl8ehI/gUp5ZIzeZ2ZFq6RUhKWoNUInN4AHQ4v3kCYLqePox1ODrY6aOwZINOkx+ULYtJrsZr0uP0hHN7IKDczTU84+h1oNQKNEDi8AXY39tPn9pNjMdIz4EPKSAhEIwQLCjKoyDGzqDATs0FLl9OHwxPAZNCSbtSxraGX+545MI7100OJzcSn3jOPmtKscS9K5xq3P8hrhzt54p0GdpzqS7Y5ilnMuqpcvnTNQhbOyTgna1PTFq6JYR3QIaWMDcxWCiF2Aw7gfinlWwmMuwe4B6CsrGyKzJl+AqEwl39vE8FwGL1WQ0u/h+lY3uh2+YZuP7cntToo5qYbWVGWxYKCdMpzLCyak8EFhZlJW3ySUuLwBOl1+/H4Q3S7fJzqGeBwu5O9Tf0caXeq8INi2nnko7VcXR2/uX0yGNfJCyFeBeJZfJ+U8rno7Q8Bv43Z1waUSSl7hBC1wLNCiGoppWPki0gpHwEegchI/kzfwFTj8gV5auspKnIsOLxB7J4Al8zPIRyGpj43B1rsvFPfQ12nK26YYjYyN9fCuqpcasqyqC6yEgiF0Wk0lOeYz0mVYiL8wTD7W/rZXNfDi/vbaOgZwBtIvcVMxfmDIRr6TCUm3chbCKEDbgZqY57jA3zR2zuFEPXAAiDlYjE7T/Wxu7GPEpuZdVW5pBt1uP0hfvjKMY60O5NtXtLJTNNx/dJCssx6Ohw+Lp1vIC/DOGWvb3cH+NmmOg63O7G7/czLS+fW2hIunh8/lv/GkU5+s7WRE90umnrdU14Eo1BMBn8ozIcf28ItK0tYXJjBtUvGr/ydbqYiXLMBOCKlbB7cIITIA3qllCEhxFwijbxPTMGxppxlJVaOtDv46/42dp7q5SvXLuJzGxbwuQ0LONzmoNvlw+E5XcnX7/ZzsNXBnqb+CWVSzHS0GoHNYuBjF1eccQ/Xw20OqvLT44ZvgqEwm452cf+zB2h3eIe2722288L+NvZ94+q4swR/KExlrpmqgnRsZj0Wo476zgEe33zyzN+cQjFFZJn13Hf9Ygoy07Ca9JRmm8lKkcyySS+8CiF+SSRF8uGYbbcA/0mkiXcI+IaU8i/jvVYqLbx6/CGEACnB7glEFk3NehzeAAea7fx1f9tZpdnNVLItBhYUpJNtMVBqM1NVkEFNqZWKHAs6rQZfMMSL+9uo63SRmaanzx3gH8e6eOSjtZRmn07TDIcl33npCG8e68IbCGHQRQpKirJMlNrMzMu3UF1kpSLHTGQ9/zShsKTb5aPN7qVvwI/dE6B3IFKk8/yeVtrs3pFmKxTTjkbAgx9eOSG9nulCFUOdBd5AiF2n+nj5UAeb67o53ukix2Kg5zwYvZ8JBp2GQmtk9GIzGyi0plGabWZBQQaL5mRQYjMNc9ZSSrqcPpr63DT2ujnZ7cYbCBEOS0wGLRlpOvIz0jDqNPx5dwv1nS5CUuIPRrKWgmrhVJGC6DSCuy+t5ENryuIOUKYb5eQnQTgsufPxbbxd151sU2Yk5TlmPrluLg3dAxxotXOk3Um/+/xYsFacnxRa01hRFkkhnpsbmZnGzmang/PCyTu8AZ7Z1UJxlomWfg9GnYaybDNv1XUP5ZHnpBtZU2ljWUkWhdY0zIbxlySCoTD1XQP0DPjY3djP3qZ++t0B7J4AgXCYcDgyymxVoQKFQhGHNL2G1RXZ2MwGynPMLC/JomfAh90ToCAzjfIcS6QQcRLyxuciTz7p/HZrI//ztyPjP27b6Ti6KVrNWZ5tJifdQGaanow0PZJISKHP7ceg1WA26jDrtdgsBm5cXoRJr6Xd4aXd7qXT6eVE14By8gqFIi7eQJi3jo8dCchNN7Lj/jETGc+aWePkzwZPIERdp4u6TleyTVEoFIppQTXyVigUilmMcvIKhUIxi5k14ZoL5+bw1esWJdsMhUKhOGPMhumTB5k1Tr6mNIua0qxkm6FQKBQphQrXKBQKxSxGOXmFQqGYxSgnr1AoFLMY5eQVCoViFqOcvEKhUMxilJNXKBSKWUxKCZQJIbqAU8m2YxxygZkgSansnHpmiq3Kzqkn1W0tl1LmxduRUk5+JiCE2JFI7S2VUHZOPTPFVmXn1DOTbB2JCtcoFArFLEY5eYVCoZjFKCd/5jySbAMmiLJz6pkptio7p56ZZOswVExeoVAoZjFqJK9QKBSzGOXkFQqFYhajnHwChBAfEEIcFEKEhRCrYrZXCCE8Qog90b+HY/bVCiH2CyHqhBD/K4QQybQ1uu9rUXuOCiGuSbatMcf/phCiJeZzvH48m5OFEOLaqC11QoivJtueWIQQDdHvcY8QYkd0W7YQ4hUhxPHof1uSbHtcCNEphDgQsy2hbcn63hPYOWPOz3GRUqq/OH/AYmAhsAlYFbO9AjiQ4DnbgLWAAP4GXJdkWy8A9gJGoBKoB7TJtDXGtm8CX4yzPaHNSToPtFEb5gKGqG0XJPv8jLGvAcgdse27wFejt78KPJAk2y4DVsb+XhLZlszvPYGdM+L8nMifGsknQEp5WEp5dKKPF0IUAplSyndl5Gz4FfD+aTMwhjFs3Qj8Tkrpk1KeBOqANcm0dQLEtTmJ9qwB6qSUJ6SUfuB3URtTmY3AE9HbT5Ck71ZK+SbQO2JzItuS9r0nsDMRqXZ+joty8mdHpRBitxDiH0KIddFtxUBzzGOao9uSSTHQFHN/0KZUsfVeIcS+6HR5cNqeyOZkkWr2jEQCLwshdgoh7oluK5BStgFE/+cnzbrRJLItFT/nmXB+jsusaf93NgghXgXmxNl1n5TyuQRPawPKpJQ9Qoha4FkhRDWRsMdIpiw/9SxtTWTTtNo6dPAxbAYeAr4VPe63gB8Ad58r286AVLNnJJdIKVuFEPnAK0KII8k26CxJtc95ppyf43JeO3kp5YazeI4P8EVv7xRC1AMLiFzRS2IeWgK0ToWd0WOdsa1EbCqNuT9o07TaOshEbRZCPAq8EL2byOZkkWr2DENK2Rr93ymEeIZI6KBDCFEopWyLhuY6k2rkcBLZllKfs5SyY/B2ip+f46LCNWeIECJPCKGN3p4LVAEnolNPpxDiomimyp1AohH2ueJ54HYhhFEIUUnE1m2pYGv0Bz7ITcBgZkNcm8+lbSPYDlQJISqFEAbg9qiNSUcIYRFCZAzeBq4m8jk+D9wVfdhdJP88jCWRbSn1vc+g83N8kr3ym6p/RL7YZiKj9g7g79HttwAHiayw7wJujHnOKiInQz3wINGK4mTZGt13X9Seo8Rk0CTL1pjjPwnsB/YR+eEUjmdzEs+F64FjUZvuS7Y9MXbNjZ6He6Pn5H3R7TnAa8Dx6P/sJNn3WyLhzUD0/PzEWLYl63tPYOeMOT/H+1OyBgqFQjGLUeEahUKhmMUoJ69QKBSzGOXkFQqFYhajnLxCoVDMYpSTVygUilmMcvIKhUIxi1FOXqFQKGYx/x/xPie6EXt4wAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "countries.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `.crs` attribute is given as a dictionary. In this case, it only indicates the EPSG code, but it can also contain the full \"proj4\" string (in dictionary form).\n",
    "\n",
    "Possible CRS representation:\n",
    "\n",
    "- **`proj4` string**  \n",
    "  \n",
    "  Example: `+proj=longlat +datum=WGS84 +no_defs`\n",
    "\n",
    "  Or its dict representation: `{'proj': 'longlat', 'datum': 'WGS84', 'no_defs': True}`\n",
    "\n",
    "- **EPSG code**\n",
    "  \n",
    "  Example: `EPSG:4326` = WGS84 geographic CRS (longitude, latitude)\n",
    "  \n",
    "- Well-Know-Text (WKT) representation (better support coming with PROJ6 in the next GeoPandas version)\n",
    "\n",
    "See eg https://epsg.io/4326\n",
    "\n",
    "Under the hood, GeoPandas uses the `pyproj` / `PROJ` libraries to deal with the re-projections.\n",
    "\n",
    "For more information, see also http://geopandas.readthedocs.io/en/latest/projections.html."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transforming to another CRS\n",
    "\n",
    "We can convert a GeoDataFrame to another reference system using the `to_crs` function. \n",
    "\n",
    "For example, let's convert the countries to the World Mercator projection (http://epsg.io/3395):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove Antartica, as the Mercator projection cannot deal with the poles\n",
    "countries = countries[(countries['name'] != \"Antarctica\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "countries_mercator = countries.to_crs(epsg=3395)  # or .to_crs({'init': 'epsg:3395'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7feb1fa74ef0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "countries_mercator.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note the different scale of x and y."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Why using a different CRS?\n",
    "\n",
    "There are sometimes good reasons you want to change the coordinate references system of your dataset, for example:\n",
    "\n",
    "- Different sources with different CRS -> need to convert to the same crs\n",
    "\n",
    "    ```python\n",
    "    df1 = geopandas.read_file(...)\n",
    "    df2 = geopandas.read_file(...)\n",
    "\n",
    "    df2 = df2.to_crs(df1.crs)\n",
    "    ```\n",
    "\n",
    "- Mapping (distortion of shape and distances)\n",
    "\n",
    "- Distance / area based calculations -> ensure you use an appropriate projected coordinate system expressed in a meaningful unit such as metres or feet (not degrees).\n",
    "\n",
    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
    "\n",
    "**ATTENTION:**\n",
    "\n",
    "All the calculations that happen in geopandas and shapely assume that your data is in a 2D cartesian plane, and thus the result of those calculations will only be correct if your data is properly projected.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's practice!\n",
    "\n",
    "Again, we will go back to the Paris datasets. Up to now, we provided the datasets in an appropriate projected CRS for the exercises. But the original data actually were geographic coordinates. In the following exercises, we will start from there.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Going back to the Paris districts dataset, this is now provided as a GeoJSON file (`\"data/paris_districts.geojson\"`) in geographic coordinates.\n",
    "\n",
    "For converting to projected coordinates, we will use the standard projected CRS for France is the RGF93 / Lambert-93 reference system, referenced by the `EPSG:2154` number (in Belgium this would be Lambert 72, EPSG:31370).\n",
    "\n",
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Projecting a GeoDataFrame**\n",
    "\n",
    "* Read the districts datasets (`\"data/paris_districts.geojson\"`) into a GeoDataFrame called `districts`.\n",
    "* Look at the CRS attribute of the GeoDataFrame. Do you recognize the EPSG number?\n",
    "* Make a simple plot of the `districts` dataset.\n",
    "* Calculate the area of all districts.\n",
    "* Convert the `districts` to a projected CRS (using the `EPSG:2154` for France). Call the new dataset `districts_RGF93`.\n",
    "* Make a similar plot of `districts_RGF93`.\n",
    "* Calculate the area of all districts again with `districts_RGF93` (the result will now be expressed in m²).\n",
    "    \n",
    "    \n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* The CRS information is stored in the `crs` attribute of a GeoDataFrame.\n",
    "* Making a simple plot of a GeoDataFrame can be done with the `.plot()` method.\n",
    "* Converting to a different CRS can be done with the `to_crs()` method, and the CRS can be specified as an EPSG number using the `epsg` keyword.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Import the districts dataset\n",
    "districts = geopandas.read_file(\"data/paris_districts.geojson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'init': 'epsg:4326'}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the CRS information\n",
    "districts.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>district_name</th>\n",
       "      <th>population</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>St-Germain-l'Auxerrois</td>\n",
       "      <td>1672</td>\n",
       "      <td>POLYGON ((2.34459 48.85405, 2.34459 48.85405, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Halles</td>\n",
       "      <td>8984</td>\n",
       "      <td>POLYGON ((2.34937 48.86058, 2.34822 48.85852, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Palais-Royal</td>\n",
       "      <td>3195</td>\n",
       "      <td>POLYGON ((2.33947 48.86214, 2.33912 48.86148, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Place-Vendôme</td>\n",
       "      <td>3044</td>\n",
       "      <td>POLYGON ((2.33194 48.86491, 2.33135 48.86399, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Gaillon</td>\n",
       "      <td>1345</td>\n",
       "      <td>POLYGON ((2.33632 48.86797, 2.33587 48.86700, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id           district_name  population  \\\n",
       "0   1  St-Germain-l'Auxerrois        1672   \n",
       "1   2                  Halles        8984   \n",
       "2   3            Palais-Royal        3195   \n",
       "3   4           Place-Vendôme        3044   \n",
       "4   5                 Gaillon        1345   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((2.34459 48.85405, 2.34459 48.85405, ...  \n",
       "1  POLYGON ((2.34937 48.86058, 2.34822 48.85852, ...  \n",
       "2  POLYGON ((2.33947 48.86214, 2.33912 48.86148, ...  \n",
       "3  POLYGON ((2.33194 48.86491, 2.33135 48.86399, ...  \n",
       "4  POLYGON ((2.33632 48.86797, 2.33587 48.86700, ...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the first rows of the GeoDataFrame\n",
    "districts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7feb1b97db00>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the districts dataset\n",
    "districts.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0.000107\n",
       "1     0.000051\n",
       "2     0.000034\n",
       "3     0.000033\n",
       "4     0.000023\n",
       "        ...   \n",
       "75    0.000159\n",
       "76    0.000099\n",
       "77    0.000182\n",
       "78    0.000196\n",
       "79    0.000256\n",
       "Length: 80, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the area of all districts\n",
    "districts.geometry.area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Convert the districts to the RGF93 reference system\n",
    "districts_RGF93 = districts.to_crs(epsg=2154)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7feb1b87ecf8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the districts dataset again\n",
    "districts_RGF93.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     8.690007e+05\n",
       "1     4.124585e+05\n",
       "2     2.736968e+05\n",
       "3     2.694568e+05\n",
       "4     1.880122e+05\n",
       "          ...     \n",
       "75    1.294988e+06\n",
       "76    8.065686e+05\n",
       "77    1.486971e+06\n",
       "78    1.599002e+06\n",
       "79    2.090904e+06\n",
       "Length: 80, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the area of all districts (the result is now expressed in m²)\n",
    "districts_RGF93.geometry.area"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE:**\n",
    "\n",
    "In the first notebook, we did an exercise on plotting the bike stations locations in Paris and adding a background map to it using the `contextily` package.\n",
    "\n",
    "Currently, `contextily` assumes that your data is in the Web Mercator projection, the system used by most web tile services. And in that first exercise, we provided the data in the appropriate CRS so you didn't need to care about this aspect.\n",
    "\n",
    "However, typically, your data will not come in Web Mercator (`EPSG:3857`) and you will have to align them with web tiles on your own.\n",
    "    \n",
    "* Read the bike stations datasets (`\"data/paris_bike_stations.geojson\"`) into a GeoDataFrame called `stations`.\n",
    "* Convert the `stations` dataset to the Web Mercator projection (`EPSG:3857`). Call the result `stations_webmercator`, and inspect the result.\n",
    "* Make a plot of this projected dataset (specify the marker size to be 5) and add a background map using `contextily`.\n",
    "\n",
    "    \n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* Making a simple plot of a GeoDataFrame can be done with the `.plot()` method. This returns a matplotlib axes object.\n",
    "* The marker size can be specified with the `markersize` keyword if the `plot()` method.\n",
    "* To add a background map, use the `contextily.add_basemap()` function. It takes the matplotlib `ax` to which to add a map as the first argument.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>bike_stands</th>\n",
       "      <th>available_bikes</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <th>3</th>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>43006 - MINIMES (VINCENNES)</td>\n",
       "      <td>28</td>\n",
       "      <td>27</td>\n",
       "      <td>POINT (2.43079 48.84149)</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  name  bike_stands  available_bikes  \\\n",
       "0               14002 - RASPAIL QUINET           44                4   \n",
       "1  20503 - COURS DE VINCENNES PYRÉNÉES           21                3   \n",
       "2             20011 - PYRÉNÉES-DAGORNO           21                0   \n",
       "3        31008 - VINCENNES (MONTREUIL)           56                0   \n",
       "4          43006 - MINIMES (VINCENNES)           28               27   \n",
       "\n",
       "                   geometry  \n",
       "0  POINT (2.32956 48.83920)  \n",
       "1  POINT (2.40591 48.84772)  \n",
       "2  POINT (2.40517 48.85550)  \n",
       "3  POINT (2.43737 48.85770)  \n",
       "4  POINT (2.43079 48.84149)  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stations = geopandas.read_file(\"data/paris_bike_stations.geojson\")\n",
    "stations.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>name</th>\n",
       "      <th>bike_stands</th>\n",
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       "      <th>geometry</th>\n",
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       "  </thead>\n",
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      "text/plain": [
       "                                  name  bike_stands  available_bikes  \\\n",
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       "                   geometry  \n",
       "0  POINT (2.32956 48.83920)  \n",
       "1  POINT (2.40591 48.84772)  \n",
       "2  POINT (2.40517 48.85550)  \n",
       "3  POINT (2.43737 48.85770)  \n",
       "4  POINT (2.43079 48.84149)  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert to the Web Mercator projection\n",
    "stations_webmercator = stations.to_crs(epsg=3857)\n",
    "stations.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ygtl8zu3tLYPBANM0ubp6w2w6RdN1hsMhvV6PyWRCGEZYtoVpGIwnE7I05fb2lqAfMDQmLMMcTa+om5rSypicnrB6syPLcgaDPsPBgO1uh+uol78/7uH2LfKk5LA/8PjRY+I4JgxDHMelbqDoIIC4y17PL87p+T4S2O/3OK5L0OtR1zVZmpGlGWfn52SpgqNePH9OXLRUjk5gxeRFjcaIrBqQVz5S6gRmi1ks0bWKxXxOEATc3t6AEAT9AMPQybKM3S7EHztkRU56m9P3AkzdZrvdM19M6fd9bMeGp4KTxYLdTsGSTfv9fhuAZVrMF3OyPOP09ITtdsurly/xez0uH1wqp9fr8dnTT9nttuimepar5ZKiKOj5vkoS2pZxl7lfXV1haCqjlrVGlSeYhsFqtULTdORkQs/3kK3C/13XZbvZ0LTt9ysmTfVsDE3D9VwMXWOxmGMYBlEU0+8HOI5DluUMhwN2+z39iUsSxeipzmI+x7Zs2haSNCVNUlV5xDG1rMiyFEPTMWwFu0ZRjG1beK5LURQE/T4gieOEvCi4vLhASolt24zHY/qDPs+ePiNJE6qyYj6fgxA4jqOgNAllVaIbBmmi3pX5bMY77zzgo4++w9nZGWmW0QsUNGgaBmmW8eT993n58iVZqvpUURThdPBwlqa4nstoPGK9XlMUBa7jsN3uaGXLeDxC1w31PJoGt0vWsizD8zw8z2Oz3jCejLEsC8dxCQ8hmq5gQNuyFISbZapX1PUdsyxjs9ngug6u7+L3XbIoRxM6Pb9HWZQYuup3vXlzzdn5GXEUk3cBZrFYsN8fut5JrfqDdcPy7o7TRzOypqJqCqqmwLf7gI7MBaZt/qNu9B9rP1QBRUrJ1esrRuMxrt/n268OXO+yrjkpGXiCd6eCIipoLRfP8xkNh/z9v/+/8fjxYwaDAb7ncXe35OOPP+aDDz4gjCIA3nnwgEMY0jQth0PIcDBQmX1XWud5TlEWCBRUZJoWeZ6jGwZnp6fc3d1R1TVRljA/PaMqCqqypNE1dAFNVbLcqqwpDvcMRxOKNMHQBQJBqxtoQjVdh0MDx3WYjCc0dUOSpsxmM+oyJ00SEIKqqphOZ8RxRNCV35PpBF03uHr9mpcvXqIbuoJmmoa2aXj27Bm6rvPkyROKouAQhnieh6YJPNdltVzy7rvvMp8vWK9X7FY7ZGLiDA2E3aBJg/AQ4/set7d3HA4Hzs/PcByHx48f8eb6CtPXiMIYWQlMy2S9WRMEAdvtDikl09mUPM+RUlUcVV3R7/fZ7/dMplN8v8d2tyGKDzRtg+u5uI7Lbrc7NvfDJCc3Z1QNpEWfKO1RNjYSHc8EX6RYbUwwt/F6fYq44RAeGA5H9Ho+666yWizmxGlMnKus3u071IVku9nw4PICyzZYrpaYtsrOHcfFNFOKosD3vPtFiUT1ljQBVVlyu7pWcGerYZgmTV3za7/26/zsn/4Z6rZE1w3mkxl39Yq8yHEdVzWTNQ3bcej5PqZpsrxb4Xs9oizl0JhczKe4XWKSZxlhFPHi2acYhsXFgwekSczq9g1nl+9w8+YKy9Ap8wzT0KmKjPiwwzBN+oMB6+UG07LYbVZ4fo+mlez3BXVdEjc5mZlSZyXpi5Szk9NjX8PzXHRNNaa9noPhCLJDSZomRGEIQvDw8QNsy+GwD0mTFM/3cFyXqqq4vb3FMFWS1DSKnPHgnUuur28oipJPPvmUwaCPaZoMB4OueikRXaNa1xQZYz6f81u/9dsqaXNddF1ntVyhzwwePHigqpGuD6d6Ix5ZppAATVdVfxKrhCw8HMjStOs5DjgcDhiG2fWKDIo8xzItXM+lLErqpuH07FRB0XGCoRtIoK4qwjBU/RAh8DyPNEnRdB3LsnEc9c+y7a7nFiqkQtOPSEcUxR3Rp6Wpa8IoxLJMer2gI+JIXNdDyhbTtHj9+hV+r0e2qzC0Hqbpg2ip6grTUonoPtx+bh/7QxVQyrJkvpijmS4fvtyzPBTH3wWO4NFCZ+A4xLWkrhtMw+DZs+dEUcjP/OxPK8e22XJysuCzpzEffvhNHj58iAA0XcexbZbLJb0goN/vk6QJt7e3jEZjpkHAZrOhKkvG4wm73Y7xeKwWZpKw3yvnehPu0HWd3XZNmsR4nmryre9ixSASGiBZr27ZrFdcXL5D27Z4/RHogrqqELpajHVdI6TKupIkoT8co1s2uqZjmiZlVTKZLWjbltlsxnarYI39fs/5+RlxHJOmGWWHR1u2zWg4JE4SHMfmbrnsqEyya0YK1us1o/GIqq4YT0cMRwPu7pbY0qDISzxHNWTPz864vrnh5ctXnJwssCyL2WzO6zevaCrVV+j5PcLwQJ7lR4x6u9vh910ePL7A9T2eP33GZr1GaBrL5RLTMPB8j0ZUuIZNFikH4Gg2Nze37OKcwpoRV+o+rioHyxD4ZosrcvS2AMPEHbXUYkOYa+hanyxrefjwXTbrDcGgj6HrhGFML/DwPJftbossBLKB2XRCf9CnbRuszjFqmkYrW1zXIUkSVVFJxUyqG8Xq0g3jyPwDxQI0OpaWrutoQj0bQzfYbnZsN1s8zwMpsGyLKs/Z7/YYpoEA8jyjriuaskLaFpqujldVFWmaYeg66+UdpmkiZUMSRwgE3/3WN9AN1Q8aDEd89sl3MU0Tz/Wp64r16o5wv2c8mRIMhiRxxJMv/gibzQbd0oiLA2kZY+opgT7h5asSz/XRdJ35bEaSpAwGQ6RosE2bwNYIDxGr1ZqzBwsKmSEawWg8JIlT0jTj7PyMtmnYbDZMp1M2my2nZ2eqUgpVAnd+cUGWZhwOB+5u73j96jV+z8d1XWzLoqprBSV3TjUIAl6/vmI0GnLYH7Adh/OzM8XYahtFlevonnWl2FqmaWA7DqulargLVAV4+eCy6wsW6F2VYBiGYoFpetfnDMnzjNFoRF3X2LaNoes8f/6c6XRC27bYtqMSDClpG+XYbcvCNA3qumY0HpOmKdPphDTNFFGglei6gWmaiiAQhZimgef55FnG+fmFOm/bwfM8LMsmDA9kWUZdN0wmY9AleRvRtC1a4yBjaDSB6ZloWvO5fewPVUCxLIsSi+8+37GLy+PnPQcenegMPRfP9qmKhrpOkG3LN7/5TX7yJ3+ya0wJ+oM+r16+oh8ohtJ6vebs/Izr62vVlO35bNZr2g53RirWSJ7njEcj1l1/Iuj1VDlqGhiGzmCgWBqD0Yj18o6maQj6gyNNczo/wfN96romDkOatiEI+pxeXHLz5gpD17Ech0OeU5c1aZLSNi279R2L03P2uy26pqFpGo7r4tg2TVmyj2MO+y3nD97F91y22x2j4RChaYwnY8YTwc31NXmW88EHX8S2HQ6HPavlivlsxvX1NUVR0jQNvV6PKIqJk5jBMABNUWaDIEBDo2ga4ihlOBjQHw4oioKrqzccDiFlWaoXtNXo93uUZYUAfL/HfrejaVvmszme5+D1XRzLYTDoYxgGn3zyKV/5ylcYDgfohk5R5JQNSAlFUXJ7/YwandoMSMwBeaXwTdvQcESJUYVYWgNOn1y3cO01dRsqaKAV6DpYTp+72zsQHOm+AsizgqZpGPbHHPYhApjP5wiUU3BdlzRJKYsK2SpCxt1ySdvtLwSqYdwFAU3TAYGuG8hG0rSKBpo0Ond3S4QQjBZjLNsiyzLeffgQyzTRdB3Ztuz3e1opqeuax48fI4QgSVOevrwhSgs0IZGtpChy+kHA+1/6Mq9ut8RRjOf7VGXJ2cUlAP3+ANN2EJqOJgRlWShiwOKUIOgzmS2wbZurVy+PFGzD0jE0HcuwEAjquuLy8iF13rJeb4icGMexj/RzBAgEy3zNeDrC6VnkVYoQAsdyGI6G2LbNerUiyzJ0w2C322MY+pENpes6/f4AKVXz2/NOmM9nvH79mjhWkE9T1wRBgO95NLUiFJycnPDixQseP37E9fU15+fnirYsm2PmLzTBar3GNE1Mw1B9KiAIepimSVGW9Ho+SRwT9HoADAaKnns4hHiei2WbbDdbqqpkMp2q561pNHVDlmU8eOeSzWb7fUgtz47v6uXFBXd3y47U4SCA8WhMksQs5vMjbTjLsg7yrJFSYloWnuey2Wx4992HhB16YhgGjlNTNw1RHKPrOr7nc0h21EZJ3sZ4Xo/AGWFKVXFHydsK5Q+1spH87tMtZd2ia1C34Fnw3onJuGfjWj5tq0rd09NT/o9/8A84PT3l8XuPAYFsW6Io5uTkROka8oTPPn3K8m6J3/O56+iyWZZh2Ra6ptMfDMjynEHXsMuznOXdHUG/T9AP0HWd5XLJcDjEtCzqqodpt/j9IUmSMOwHGLpxXDi6KTk5u+Dq6orFYoEQgrPLdyjKiuFwQBzHCA36/T5xGKFpiud+2KogZ9o2TV1TlSVlWXTwAXznw98jy1LGkyl+L8DpGtxplqFpGsNRwM3NDaenpwyHQ+q65nA4dIyy8tgUnEwnFHlOXSsdxXQ8xjYd4ihiNpuSZRlRFJOkKZ7r8ujxI65eX/Hy1UuapkVoGkmSMh6PKTuKrO/7XFxe0vN9DocD+/2eREuJk5jZyYyrl284HPbHLK+qarabPbt9SNkaNOaYTFrkpdIlOIbA0wqsJsHWWnRXMJkueLEKMa0QxzpQVjV51YAw8XSwPYPVes0XvvA+URgdqbC9Xg+kZLXeEB4inrz/mKIqaOqGVjRIraVpG9Ik4RCGnJ6eUlcVVVkphk5ZHntE9RGiUL2yqqqQCP7Kb2Z8b/0O/3tZ8Qt/0uVwUPBfluW8evlSMYIMQ/UL7plsmkZ4CDEMpZvI4x2JAbKyKfKCuq7Ji4L/7DczPt40vD/u8Ze+ZjGfniClZLVa8t7ZhXJ+ukGv1yOMItqmYTab/T6dyOnlOwAdW8pGyCGuE9C2Db4xoN8b4IxdBsMhL54/P1KAe34Px3XY7Xbc3t7y+L2H5GVKUVWIOsciw/DNI52+LEs0TfUi5/MZURjiOA55njMcjjrmnNJjZFlGfxBgWDqmpbPd7Nlst6rXKSW+5yn2l6bx7Plz+v0+pmUpdpil9D9CQJEXCOCDL37Axx9/zGQyJYxCAsMkz3N+5Etf4u7ujhcvXvDm+prBYIBhmGR5zngyJoljirgkimPm8xm9rjHf1DVVVXb9HptezyNNlARACIHruIzHY6IoIugHCGAwHBJHEXl+YDhUyebd3ZLRaIihGwRBAIBuGGRpipSQpim+73fPChAqyUKC6zg0dcNkOsEJTJZxTZ4kRNmBrExxLZ+hN6HX8z+3j/2hCih52VA3LYYOVQ2uBY9PdCaBg2O6tK1kv98zGo24u7vj+vqGn/sXf0419TQdTVMNaV3TKCuVUU8mE+5u7xQPXRNcnF9QlgWu41LXNY7rksQx646rPxqPyDsdwX6/x7ZtwsNBCQg1Hd3QO6dYMZ6McWylR0mShLKjrdZ13TUAFZXVtiy1YKATPgniOEbTNcqyIEtiJcyyrKOAsj8YYpimYuZ09FvHdXnn4WOuXr3oIBpJHEVcXFxQVRVxB81pWogERqMRYRQpOq9UFaDXCaJ0TWc8Gyv2T8fnn8/nnJ6ccnN7q8R6ScKTJ0/YbXeslmtOz04Jej1s22G/3xNGirL94PIS3TA4hAdFGqhy/IFDFRUMx0N26z3XNzc4jsNut+cQRgg7oLGnZBiUpRIgOqbA1wo8rWDYcxgOz7FtiyhSWfPJsOAucsgKGyEadN3BtQNsfAxshiOX7z57w+m4x3g0Js1SwjBS8GFZ4gUOr16/OlYwvb6P49n0B33SOEOgoBO9a4w3TU1V1Xiex2QywXZs+v0+rucdq1qcgI83H9Ei+GzfMpidMumBlILwkON6HgLwfB+k/AGdiqmqxqCHbCW+77E+pAxGEw7bNaPRiByDTzbPaSV8um2Qlo/jOGy3G6Io7thIHAWibdtSVhXr9eYo1NN1gyzPeXa9oopjFvMZtuZgOkonM5/OsUwlgpSt5Pz8gl7QI4kToijk9dVrXMflvfceKxJJa+NZAbqmEx0iDN1CExphGDGZTjpyhk2Spji2zXq9QdM1LFslRpqm0bYtcRLTC3xMW8PQBcPBiO1mz2g05s3VFWVV4bgODx895Lvf+azvMg4AACAASURBVA6PHj9mOpkoAkJpqN5VJ5ysm4ambYjjmKIo2O/2x4BaFCVSwmAw4Pr6pqONR0fIeTgc8vLlS/qdDGC1WhF0dPteEFDkOdvNjizPuLi44Or1G1zXZTwesd6s0YRAaJryJ1VNr9c7NudVUqbINKWmKP5KAFp0PiMGBIPBgKZtGPT71LViiTZNzWajkjXTMHGkh28HhOmOrE4p6oKyLkAKKJzP7WN/qAKKpkk8G6IcbFNyOZKMex6u5QGC/W7TsUrgd37nd/nyl3+EXuCRFjGmYeGYnlK/1jWH/YG2bQl6AXt7z26/5/3338d1HOWgO9x7eXeH2TXwrJGpoJBWIroHncQxpmnSNg0938e2be7u7o4qe6UhSbG6rMkylYo16Aecn5+T5zkCsB2bqqwYiiFFUaAJDdd1OX/wLk3TYFgOaALHUaySoNfncNizPxxw/QDLtmmblv0hZLI4VfTNOD7y6E3Lwm0aPN/ryueaosgZ9AdUlXIubdsSRZGiKtsWh0NImqYkaXqkQR4OB2TbHuGd7W5HL+hx/eaaWTXrqJcZeZErwamU3N7d4dgOnueyOFlwt7pF0jKbzzCEhee7rFcbvvfJZzjBhLb/gLTRqUqJJqRqtGsFPb1iNh4wmZwrBXSrsGHf9ynygpPZnLzIidopjpVg6SZ64xK4QwaDEf/+//iCb94kfGGS8df//JdVUnA4cHt7y3g+pBQJ+90ao7FwdJ80ytit1TrJspwoVjTnOInpBwHnF+d4rnfUxYBSMIeHA5Zt4/k+cRTypYXLR7cp7410qmhPaY46B58qZXRHxtANHZkrim4rJaZpYZpWR2aYsdo9pZaGEsD1A8aGyRenFt9dl3wwdzDqjKJQNFXbtsjzDMM0GY5GaELQNg2LecfwihXDbjSZ8Je/vufbtynvDQ1+8YFLvx/QNg2e3eC5KqAVdUEUhUftiO3YJImaSLA4WbDf7SnLqquEUqbTKcORQZpGNA3UdcX1m2tc1wFdp8qyjr1o4vf8o4OXbUsY7imrgpvrENu26Pf7eJ5S/UdRRNMoQsd9ojSbTvm1X/91rt9c88UPvsh8NgOp3lHHcbAtm6efPWUw6LPZbDDuJ050hJswDEHAcDjA6BT8g8GAuq65u1uioPIBTV2z3x+IopjhcKB6ZR1U6LoeeV7geS5JknB9c4NAsVI91yUHLNtitV4jW0UVtmulTwMFY7ZSCS+Vul9BjKq3KRUE3p2z3gVd27Y4PT2lPU7vUBMHdE1HCA1dGLQl1EX1uX3s5wooQogh8NeBL6PaVH8B+FeBfwkogafAvyOl3HfbfwX4r4A+0AI/IaXMhRBfA/5bwAX+DvDvSSmlEMIG/ibwNWAD/Dkp5YvuWP8W8B93p/KfSin/Rvf5Q+BXgDHwD4F/U0r5/cbIH2KagDiXOKbg0VynbwnyuMCzehwOe1zPw3VdvvXNb9E0NY/eu6BqCuq2oilr1czWLaI46cYqNIRRyMnFnPnJjNcvX/PgnXcUnJArjHoynapGbj9A03RG4zF+z6cqKzQhWC5XTGdTVqsVlmVRFCW2bTOZTun5PtvtligKGQ6HDIdD8qJgt98TRRH73Q6hKTxWovQIruvSD/rEcUy/36eqVQO2aRTjKU0L9ruQqJdwOOxpmgbP85XATtexDUPBUnGMrmkMzs+Jk+TIsLp6fcV4PKYoCuI4ZrVacXJywngyUTi8p+M6TncMVWGMxyPSJCXpRGB1o8ZIjEZD8ixH62ieWZby2dOnlEXZwWMplmVjGKo3FfQCQDIajFhv18i24tXtNVleMRhNMIIZu9qlKiWGBoEl8UWOZzRMRn0mkwvsDjrJixzTMBUjxzSp6pqeZjAbTtCjPabpIRrJdDLHdR1u9ynfulFapY83FR+/eMMX3j2jWC6xegZxs2OfbIjyA67j0gt85sGMze2ua7BK+v0+RZ5zdnamKhLLAujG06gRIUE/oN9BoWVVIQT8tX/tC/yt//nv8aPvv4Pd0VMt2yJJY6Ikwnd7uI5iT9W1Gv9RZlknkFTjUCzTZBT47A4RRiNZrdZ4nsdf+nGTSusz8RWbyTAN0k3Kw4cPubp6g2mqRr7W4fRZlqPpGkVR4Hkeje7y0V1KK+HpXhKV0GwVWeBeQZ6lGU2jRpdYlgVSUhYFYRiSpIrlpHWwXVVVBEHAeKxQgrKsCYI+w8GwS7IkYRgpHVOnRO93SWDbtqRZwt3mlrSI0TWDLMpoZMt2t6fn9xgOBiRJgmmq6/W6JO5P/dRP8eLlS37nt3+HxWLOV7/6VbXmgoAoihTZZDSiKGNsS1VceZHTC3rqmoSCGwfDIcvlktevr1jM58RRhG3b6JoGhoFtW/SC4Eh0CcOQwaCvemcS8rzA933yLKffDzg9PSNOYsqi5HA4HNfMvcA0z3N0XfUNlf5LQYRVHXP1+or5fE6aZUwmY7xOFLxarUiShEePHmHZajRL09ZUdYmQBg49DCwszYFaZzAJPk+YAD5/hfJfAP+LlPLPCiEswAN+FfgFKWUthPhF4BeA/0AIYQD/XefgPxRCTID7EPdLwF8EfgMVUP4M8HeBfxfYSSnfE0L868AvAn9OCDEG/jLw46hA9rtCiP9JSrnrtvnPpZS/IoT4a90xfumfdBF1A5be8nCqsxj6GMJks97wySefMB6Pjzz8Dz/8kK/9+FcRtJiaRSVqKllSNxWmrkr/6+sb5osZp+cnFFVGq0Ev6PHi+XPe/8IXMHSdOL7H2X3FrIhChZVXFev1+tgfKIsCx3FIkhS/53N+fs5msyGOoqNgLctz9DgmTRJaKekHfbbbLcPRiDzPOjKKRl1VnJ6eKvYP0NRqhlOeF7gogoBpqmrH7wLJ/Xyipm0YjcddMNEJAqX+LyuVOSrqLuwPByzTZDyZoAnB7d0d/SAgiiPmizl1VZGmKbZlI6XkZHHCar1WM4WiAy0NumZ04z8y1psNju2wXK54+PAh49GIwXCI57pomk5ZFiyXS7I07TK8iCwv0C0X6c7AdUCTaG2CZQg8vcYlRasz3n3nkn4QfH/elfy+/mN/OCghZKYYT0mS4jgudpwiasHZ6RmmaRLFEcVhyZfmDt9Z5jwZGdy9fEqbHmhkjRY0JPGBvMwwNBPRGNR5SyoyirJkNBrRti3DwQBzNlOzqDQ1/+teWCi6Dr1lKnptK6WiOaOa9kNHzeOyLLPTFThYrkkSxZRVSdPUSsRZV4pM0M2GUloSRZWdTMbsXrzBHY1ocrWfaZq8/66a5KBIDQZRqCCbs7NTVqsV48kEusrcNFXCUeQ5pmXRt+HLC49v3aZ8MLN5ZzEkzTLCQ8hqtcb3fXRd6+bf+d0kD3GcqnD54Jxnrz49MqJAoAmNKA7ZrLe8995jlYwJvRPiVUeUwLZtdrsdL16+ZDQa4vs+SRYRlTtKPUE2oAuLOsmxdfU+ZFlO3KEC/X6fvqnovZPphOlsypMn7/F7//Ab/O2//Xe4vLxUtO5WcnGuqlrdUGyqKAwxDVNVk5aleqqJ0tncw6Eff/wJIJkvFhimSR5F2I6jnk9VkaUpuq5T1w093yEMQyWeLkqCwOymEAgc2ybPMrI0x+rO1zItpGxJ0wS3U+2r89PxHBdN0/jG732Dr3zlKx270O0qK3lc5+0PzBDMkpxoVWAKHw39yAZLopTpZPI5w8TnCChCiD7wU8C/rRaoLFFVyd/7gc1+A/iz3ff/HPBNKeWH3fab7jinQF9K+X92P/9N4F9BBZR/GfhPuv3/FvBfCjWh7Z8HflVKue32+VXgzwghfgX4WeDPd/v8jW7/f2JA0QSc9Q5otYEuhqyWKwzDZDxWvYqqrKjrhj/xJ/8Ek/GY7TZkNgtwLQ9TmjR1y9XVFWmacX5xrrLIvCKKUnzP4/Lyklvzlk8//ZTHjx4RBD01rqODenRdV1XHbnfEV+9N1zRqAaPus/vhekVZHlkqSEl/MADANE1ev3oNUuJ5vqpEkpS2lWp0RsdIKYpCZVI9H01oBEGAYZqdtmND22H1nutjOx1WKiXvvvsOu90O1/NIEiWgVGLGMevNphtuKNhsFHus1+sRJCmvXr1iOBhg2RZFWTDoDziEYcfP3+MHHlgNbSXJEsVMSZMUy7QI+gG73Rbf91gtl8fZZ8vlkvVmR4OGbntgjmhsm7iComxBQM/WMauMgV4i2or33ntMVZbYlsrYJFJBbUKg6Tqu6+K5HnmhglVV1xwOezzXYzwZk6UZVV0TJzH7/QaBxl/9F87Y5w0uNZIFdVXjeg5JFrO6W2M6tqLX2j6BM8S1PUYPJ5idkz6ESjfg+/fVlgDZdsxrBbGgKUhUtmr0iaHrtFIN+UuTRLG4WomhG6zWO6qqoh8MusCkem+HJKHohm5qnRJf77J72RSUVcO+g24ePnpIK1vKsiQMI6W+b9QssfF4RJKkvHzxUinaNU0J83wfv2MVNW3FX/m5OZ8+X/KFd89I0pR+ENAPArIsJ01TdF07DiFUw1Jbbm5umc2maFZL2NYcsi2mMDt2lcnAHTOdqx6cbhj4nncciDqZjNntdoRRxGg0gm5w5XqzYhuuabWKslGzszRRUAslMJz1Z2jSoKlrLMuiKkuEpnRcum6AlAwGA376Z/4Uz54+46OPvsPXv/51Hj1+zONHj3Bdj6ZtyNIUowssSZIoMWk3eqZpauKkxLIsLi4v2O/3ChIdj1VP1VFMrfug6LiuEifXNcPRkKa+H/aoqPMff/IJ8/mcpm15cHlJ27bc3t4dobCTk5OOEKMq73sh526/x7IsRRJKMkIzPE42KMuS07MTrq/f4Ps9dE0jzwoCr4/VVV9IidFNxDXNP1ph4yNgBfw3QogfA34XBVUlP7DNXwD+h+779wEphPhfgRnwK1LKvwqcA1c/sM9V9xnd19fqOmQthDgAkx/8/B/ZZwLspZT1H3Ks32dCiL+IqoqYL2Z4RkxbG6xWt+R5zY995Qt8+OGH+Cc+Nzc3CqrqB4xGYzRNDXqcjMfEu4TVUmVrmqZTFiVJEjOZTjANheNGSUgtSwxD49Wr15yenTIYDLAsi7s7hbXWTU2eZ0ymEwyjU+A6jlJgqxNmtVopXLNzgIv5XInhfJ8sz4mjiOl0qjQ1moZjO+y2u67ULdSolU7QV+Q5JycnCMRx2F2+31OWhZpg23MxLUOJAw97qlKNW7Btm/l8rpTo5+cs75ZomiCMQmzLIk0TNE3gui55nhOGIb2e4sCXlRqWKQxJmscKR5et4tUXDXVWEgx6YCkM+OLigvfee6yqJU1NKm5aJcz61kffw+pPKf0LilajaiRNLoEWXRP4Fngix2xSXM/GthUk0PN7SF+yXinhnYbqLwqhqXPpZnJ5nofruGR51gVnpU8wTYvbmxsGwx6+79EPxuR5gSMzBqMxqzBjOFBDFi/OL9knG0xfOSZbePT9Po7tqaqxrtENndFohGVaHYlBYd5SSjQhugwTNRajqjB0A1B9kPsme9tKHMemKEocVwlvkRLX8zomoFK8m6alNB+L+RFPr+uaqqwIfI8kLxhMZtyud+R5zma9Pg5vPBwOBP2AolDBYDQaslqvsW2bfUceMS2Tqiq7KcQapm7QM1rKouwIChWu6xAEva75u1FVlW2jGzr73QFNE/T7AbtkTSsbbMvGsTyatqKoMqJix3xwxqA/4Pbmhl6vx2w+Q9N0TE3D7/VUMtPrYdk2QdAjrxOyNqIWhRL2tQ0NDVIDW1MTlWVdUnZixntmnJpGrGjmUkpurm+Jopgf+7GvkKYpT58+49nTZzx58h7vvvvwOP1b0xWLsywK9oe9ggF9F9u2Ot1KzWKxIE1TNZ3gBypQrZuSnaVpR3+W5HlxnHZgGAZ1rfRJh/2exWJBVdcddVpnsZhjGiZSShU8uqRB1zXKquLZ02dcdGOQLi5Vr6iuauJYIR5hGHYjmmz2uz0gCHrBcUqxYRj3Y8s7Kvvns8/z/6EYwB8HfklK+VUgAf7DH3DY/xFQA7/8A9v/s8C/0X39eSHEn+Z+bOXvt/s5zP+43/0//fwPfijlfy2l/HEp5Y+PhgFNXWNaAsNqcTz7fpsjTi+EIIwikiSmrmuurq743scfc9iH6IbRZRk2eZ4xnkzUlFkdXl4952r5gqTZIxxJQ81mvWa33ZKkyXFWlmFonJxOj5RLTagx83EUUTeKlw50mZjKbunGV0dxzGAwIOj30QxBv9/jtpsjZlm2Ele6LgBJkigGmGPjuS79fp/5Yo7neUoI2Qm7qrKmLCqyLKMsSuIk6SClDMd1GI1GHA4HRqMh4SHEMi1MyzzCcPcjMparFW0rmU4m1HWD7djMFhOEqUb5309j9l2fyXDKYRMjWxiOBvi+h2lavHzxEk1T4sjXr18zmc7IzRHLwuVQSPKqpZWqBza0GxZWzFTbczG2ufi/2HuzWFvT9L7r937ztOZhrz2cuaau6sHd7XbHbtvttp0ETCQEUgi5ASG4IBdBgYAdUJokjoc4RqBARKRIyQU4whFIKEYY7EYxjtOx3W234+6uU3WmOtMe1/ytb565eL+9TtsiTl1wV3zSqVLts9aqvdde3/u+z/P8/7//bNIOU2V/uSylF+eaxooQKIrElTSApunEcUzTNHJu0ekymUxIs2yPux+ORoRhzHotoZ55kRMlCf/R//qEP/s/fcBf+KVnbHyp+PGsLpbqkvsNm6sdpy/PW5ezgmGaKEKRhOq6JC9SwsRnF20Iki27ZCs5W+0GQwOKqtDAHoIpT/klXtfDaDlcSRyTJImUEKcJQRAQx7FsTbWLvUCgqSqmYeK4DqZpUZcJP/PVgB//asmXf22N47pMplMaBFe+nLc5ro3Xdeh2OxwcHHBxcYEiBOvNes+CE0KgqwamYWNZNuPJGNOSCPTlcrmnZWe59F/ous7F+QWXlxcSkYJ8vmd1mXQOOeiecNA9oedItVWcReiGxtHRIaenpzx6+JgkTiirkiiSyrxr6GaaJ6y2EvAZ5xFlVUiMPBJbryArCq/joSoquyCQM5l2JZHenIynT59R1xXT6bXRV+X7f+D7+eIXf5Crqzm/+qu/yoMHD/fGRV3X8DodppMp3V5X+nAM+bqKqpImCaZhcHR0hOu6rNcbkhao6XUktsZs/wz6fTxPKu2yNAUajo+PyTJ5QPO3khZd5AX+1idNM4lyqmWFKdoK0t/6bDYbDg8PsW3Z/qL1RAlFcPfuHXRNJ0kyNusNAP1+n26vR1EUe+hnHEVys2wp5h/m+jAVyilw2jTNb7f//b/QbijtwPxPAT/SXMtU5ON/vWmaZfuYX0ZuSL8AnHzH654A59/xnBvAaTuD6QHr9us/9Iee838DS6AvhNDaKuU7X+uPvISqkzdQVCl5kvDuu9+m1+vx7NkzSUadzchzabjbbDfkWYbnefTaLAHD0DBtE9MeoyoaZ+enRMWOuNwhdGmK0nWD0WDG4oVPVVUcHh2x2/kMhgPyvKCpbdIkAdJrozmdTgerXZyblt8TJ9Kl3lFVjo6OpMKjaaTUcLMiz3IW8wXL5ZK6qtE02fscjkbUVcWm2rSYBRCKvHPyPMdx5MZpmhaWaaEbOtvNdt93r+uKZ8+eMRgO5PASQZpKVVqWZ9i2RRhI5/5mu2XQl8C6awxKulhgGhZlVtPr9EjCjIaGxWKxV4EpqkKn12G9XO97/JK/pKAoqpRw1g1ZUVMbSJaUVmPWMVW8ZdTvMJ1MaJqazXaL49iUdcUub9jNFwwHAzzP4+jwkF0QyP59AzUSi68IBcexCcKAbrcjbzbkZrTdbvE8D8e2iaOIft9kfjWnqiriUuX+PKVq4P1Vwel8i7/ZsvU3TKYTHNNDtVWiMOLs7JRhMmI0GlFWJee7HV2nJi0S4iykagtsRSh4VpehO8XUXp2cFSFoVMlpkua1lLpsyLKc7XZDXhTSVNk0lEXJZrOhbKXlhvlKSn59/FYaWZ1plsOD5Zy6gW9fRPhZn+T8gr/2G1serEreGC746R8ds1ysMA3prlY1jdOlz6SToQhBFEUkaUYUxTKTpO3F25aF6zhS2rpe47kuvV4PVVEI45iLTcTQs4jjiG6vh23IA46uGrh2Z5/Xs6hy4jzEKTyaXOB5HSzL5MHDBxi6wXA0aKnGAZqmEuxi4iykQEY3KKoiES/XVW+j4nkeolaxbIuqLLEti+v0mvVmw9npGdPphG6vx3a7pd/vM58v6PW6HB4d4TgOy9WK+/fv8/jxY15//XW5OBuyijR0nThMcFwh29mNdNFn7Yz05MYJy+WK5WIpgZGa7AxsNhv6/T5VJaXJvW6PpqpRVElXuHXrJs+ePaM/GCBKwWQ6aSuTDaPhCIEgDKXQIAxDnj9/zmw2w7YtLMuiLEuWqxU0YJkyysJx3H22z8uXL8iLAkXI+9J13b0SbLuVdOgPe/1LN5SmaS6FEC+FEG82TfMA+BHgvhDiXwF+Avhi0zTxdzzlV4AfF0I4yFnLF5HD8wshRCCE+GPAbwP/DvDftc/5JeDfBX4TOYv5x63661eAnxFCDNrH/QmkEKARQvxa+9hfbJ/7j/5lP4uiaFhOn7jKqJuKTr+LWhpUdcU3vvENPve5z0lZooBnz55zeDhD0zXSJGUwGNDQsN1usF2Jb1AUECpkWYxmKRiaRVVXlFVB2RR4HZfL8zlFUfL2O2+x2+3w/YDdLmYyne5BgXEc0+12mV9dYZiyD381n3PQ5kBked4G5ZS8ePGC8WjEZDJBCIWPvfUxyrICwX6wvFwtGQyHhGHIxeUF263EuRimyXaz2edR1K2MsihyqrrmEx//OEEQcO/uPYqiACG9JRcXF6+UYIpCnhfSlNmGFfVbQKaswLQ2yEon8FOqoma3k25lXdOk0TNJ6HY7+Bsfyzb54MkzOcfp2Lw4e0kUpiSNybeeLigahYHZYJY+VlMyGPbwtxaqqrALdiRJzHg6Yrvd8dNfjXi8bbjb9fi7n+9hGgaqqqGE4V6zfx22JAQ4jstiMaewpUJKqHLRkSBG+fMOhn22Wx/bljyw126c8MbQ5+G65M2RhiUyEHLTzdKcQV8OpfuD/t60GKcJP/kbOx77PneHFf/+p5fUTdFmqMgTdJrH6IqJ5hromi7lnw1tC0vDaTNx8jynrmqZZYLM33Adl6LIsW1r74HRWoKvDGViHzyVJAlH4zFvjH0eLjNeH6j0TcHFpuLBqtx7UqzuFCUPZduoafibX895f1Xx9rTi5/6kZKLZltX6XlIZuHU95FWVlsiscnFxQb/fx3E9/oN/8C0erEvenhp8+YuyFdjr93FNTx4krsOnGlnJlWVJEO0gUzk6meHvfHRHgCjZbNckSSzluVVOGAfkpDKE7Tt6/qqioik6Wq2hawZZIqkOhmnuW1dnZ+esVksGgyH9/kBy33QdvdclCALWGwkzlXQKj+///u9nvV5z/937PHr0iKOjI27eukldSbROkRf4vo9jOxLrstthmFLWb1kWJydHPHr0mLfeektWmMjf89n5ufS5qZr06kQRVVmStpy2i4sLZgcHpGlKmqR0OrJaHY2G9Ppy0z49PWOxmPPZz343SZqy2cg5W5amhGHE66+/BlwHkDXYtsXs8JA0SUjTjP6gjyKEnB+GEXmRSxL6h7w+rMrrzwP/oFV4fQD8e8DXARP4Sptw9ltN0/yHTdNshBD/dfv3DfDLTdP87+3r/DleyYb/j/YPwN8D/kchxGNkZfJvAzRNsxZC/PX2tQB+8npAj9zMflEI8VPA77Wv8UdeqqbT9aboRUxZl1Rpw2g85p999TeZzWYcHR9xdnqKpmu89sY9ia0Wgk6327ZJNEzDIolS8jyTXK1aYKsevV4Hy3AoK+mCLqKausz41Cc/ydXVFcvlqg3RMsjSFN/f7VsHYRiSF8U+I0QA/V4Pq8WRr9draBq8NmCr3x9wenZKnucM+gPm8zlhGHJ8fMytWzcJ4x1e16HTddENTVYh17A6VXK8dF22fHr9HkU7WxGKwsNHj3jnbcllapqGT3ziEzx8+JDBoC+zZFq6sZx3KBRFycXFxZ4fZbRQvvliIWm/ScrhbIbv+20GTEAYhAgh38/nz17QGdrgFQQ4xJmD0eTEOBSa4MBKMKsVBwdjphOZidJps2fSNCXPC5bzFWGp8HjbUDfwwQ4Wu4iuE2PqstUT7IJ2g1ElirxdaG3Hwfe3DPryzGK0ff68yGmaElWVMQDz+YLbd25jOw5/6fM23ckRlshZr1fYts1kMpUcLU3j1s2bJEnCfD5nMBiQqxaP/a383tYKyzChazfUQqGpZQaKoqjkZbrHR9VVhb/bUbcJlgjBOq6kMVKVPo4szdBUTc6+WmOsoiqURYneSlmlv0Cq/fydT1lVmKbJ3/iTh3ywzrg1aPC3PiPX5vW+wuNtzSePPIaOxjKWooOwUniwKqgbeG+e0hguXqem1+uy3Wz3buxrxeA1bkimcDp4nQ4vrtY8WJfta+SkjYpaJJTrkuFAqsiKIqdsCuI8lImnQmXrbxCNQni6A7UhLLY0eokmDEJf5rKUTYEfbmiUEipepZ8qKq7VoWP00QqbNMnw/R1ZKsnISZJwfn6OYZrMZjMJvVwuZDxCJoPtHNeVBIjRSBob28W83+vyxR/6AXx/xwdPPuBrv/01+v0+H//Ex7Etm+lkQlVXrJYrCYDUVFarFZ7rEsWvlJtF20IPQon6Nw0pZtnfZ3VD3Uhjqeu6xHHSdhigLCvp2UpTDMMkThJevnzJdHqAqsoWaxiGbcUmGW6+77eBf7nE/lwzCK+uuHHjBk4rfqhaqfnVfM4m/P/Yh9I0zT9HSne/83rtj3j8LyBbXH/467+D9LL84a+nwJ/+F7zW3wf+/v/L1z8AvueP/Mb/8HNqMHVHOneFAFfw4vlLLi4u+L7v+16ePHnCZDKmO/DQVB0FdY/ploZE2cNPW7mv4ziMxiOWywWu7WIaFsvlkjzMz7RAFQAAIABJREFUGY5GDHpgGhavv/EGDx88IE1SriNFVVUlCEIaGg4PD6Xyp9NhPp+3GQjKPsZWtENbwzBfDdMdB9dx97Ofa2JqHCdcnF+SFxlNQ4t2kWW7IhSKXGLhu93O3qmraRp5LtHXd+/cpdPp7GNb4zgmiiJePH/BbDbDNOUHd3YwJc9zNpst3V6Xpm7wXE8mViYJRZ5z584dkjQlaQ1yeSbpArPDA5nt0pR0ZxYZJcuoT5zbQMPUMOgoOVUW41JzfOOYNMvIixxTMfE6LheXUtHkeR6WZdEVNW+Ocx4uK+4NFJpmw/kmQK0NZsNjTNMkCAL6gz6CNka5rvFcOTjeBTspxBDSlRzHEaYpAZDnFxd0Ox2yNJPGzKZGLSKypiFJJAxwMp5iWzYvXr6k0+2S5bkUQwiBmmW8PlB4tKm5Myjp2ULOSJpaDuMV+f1UTUnTSNOnqml7uWbdNPwn/9tLHqyn/F/xmr/6xT5Ry2FKkpg4kdVCWhStgkgOVeWwX1YlYRjS68vnCaHQ73iMkoq8lC7wFy9f8hc/4zE5eZ1p12qVXxm6rWAoNW+OdR4sC+71Fep4x3a7JWgxMXVTY1nSayEU0Sq5JHWi2+1SlSWbi5e8OdR4uC55a2yglBGZ1bCLcuIsZNiXm0papSR51G6GNYUWU9UldQ5VVlHrBUWWy1maYaNWNcHZjrKq0GwDuJ5FCSzdZuhNGLkHUMp5Eg3cvHWLJI558sEH9LpdxqOxzOMxDCzbpm9ZqJpCGARsNpv2s+0yHsvZ58sXL+SiXEp8zhe+8AWCIOThw4f8ztd/B03TeOutN7lz585+PhJHUsMUhiFRFGHbNsvFgrv37lLVFadnL0GvCaIdji2d9P1+H8MwSbOUspDt0SRNiONImjMtZDhaFNLrdtntdiwWCz71XZ9itZLetyRO9oo0aN39uRz+p62XRVUUbMeRm3NVE6UFSV4Rbn0My2Hr+x96jf1IOeWFEPj+TrZeul3CJOIb3/gGd+/elTu/Lfk5ikobqNPOHbKcJJYYac9zGQ4Ge1y4pqr0ujIXIU3n0Mj4zP6gT5ZmLJbL1tw35PTsDIDpZLIvy7U27CcIAuIkoawqlsslo/GY8Wj0Knwpilgul2zWG+q6YTgYsNvtcD2Pnb9jMp1QlSXf/NY3sV0bYTSkUQqpHESrqmxFZVlGVUmEw6alC1/nt5ydnZFmKZeXF3tF2bPnz+n3uzi2DELSgG6nAw1tRoOU/V4P+58+fdpmw9f4LSZD+ibkfGg6nchEOhW8oc4uLYmyA4pa0goEUAuddPGUfq9Hvz/C932WqyX+1mc4GuwrpIWfkKUZXsejLAt+/HsMUqEh4pAg9dkmS0zFRtvo3Di8ReCHFHmBpktGU1EWeK5Hr9vbK5Fs28ayLHaBT5blFHnJjZMToiiSyqckxm41/P52i6HrpGnG1fxKGt6ahsePH3Pv7l05AG9qyqriP/usjjka0jRL5juHtEja9pBKXTetuaySyi+k0VGoCjSwikreX1eA4NvzjFy10LQC05JS0aqS7Sy95Utdy2jrumG38ykK2VoyTYOmxZOYpkHH0ggzlen0gMV8Sa/b5aAnc2mKopCeC82gakr+i+9zKDCZdmVI2GQy3quitpstu10gxQCGgaFrxLHE+ei6zsvTUwajPn/xuwOS2mHYE4TFliQIUVBJ6pB4s0M0CjUlRSOFEUVVkBYRZV1JYq/a0FT1nneVVynbeoFl2OiVg5F16KDhp2s03UDTbEh1sqYABEVekBe5ROCrKnfv3m0zbdYtx6uUFaMiaJpKHni6HTZrWYXJ+136p4qypCwq+n1plIyTmLv37vCZz36a09MzHrz/gG9+81scHR3xsbc/xuHhIav1iqurK/qDPkVeEASyWg/jALtr0CgVFTmX83NUNFarFZZlt8BLiZzveF5bpTh4nrfH7yuKwnvvvc+NGzfodbu4bWVlGiZ6i2YC0YaQKcRRxGq9lvLluiHJa6LFDq8j0DUFU4VVEtJ1LUYD40OvsR+pDUVRFPIsQ1NVNtstX/3qV5keTHn9jddxbLt949t+c9NQlAVZmUk+Tp5zdHSEYRits1l+qMMoZH41p65rjo+lN2W9XiO20jTXbZUcoaJwdHTI40dPKAdlaxRcM55MiON4nyg3amcf/X6Ppmn2f1fVNYoQ3L13F4HY69oNXUdVFUajIU0jv/dGq6jUDFVXUBUDavYfuqJVcIB87GazRdXk86/nR2ob6bpar4miSPbLbcmXMgyj7eUXdDoew+GAy4tLiqKQvDLTpNfvU9cNm82G27dvSo/AcsVgIIGXaZrijky2KeySKTUGIDBUQUfNqMMFSRzjuS6e67bIcjmAD4KAXRDwt35f8NjXeX2g8fP/6gTTNMiylK3vE0lrimwLkLFLNmz9Hgoql5eXWK1ktGhbjsPBAK/jsV6t0acH0ugVp6iqxs1bt6iriqZp2AUBaZJSVSWHR0cMBsM9+HHn7zg+PuawzbZZLpd7AvD04ECecLseqyhCFVKGqWrS+3DdKlIUVVZPdSOzbZpWulj/QXx4msQcDDyyIkXoMjW0yCp6XQ9JmpVcq/VmjdFmkct0T4nsv35zuq7FLktI0gJV0zldBjiOTBMsCjlroFawDQdLD7l7dMyjR484PDwkTTMWiyVvvfWWbAt3PBoa0iRju9kQxzGzNjSubir6wy6GrbJaL9mmIVGxk6ZQoaAIlTDbSkl3K5q4RuOUdSsUaRVwDa+glA1Q1iVRESKIcEwPYoO3Tz7DbHrYfpZl+1LXdJk2ennJrZu3mE4ne1SLQB7skiSWrR7DoKwKXMfF1G0p521D3YI8wLbtPQbf63TYbn3CIGA0HRAkW1zP5jOf+TRpmvLy5Slf+cpX6PV63L59m5OTY8IwolbrlowhQaJVCrqloRs6lgX93kAeeoqCIAypynKf4Ji1HQqp5JNCkiRN2W43fPKTn6CqayzLQmvbWZom14g4ioFWnWZY5LWKImw0w8AgpcwTBo6CY9tcXJwznYzR2hjlD3t9pDYUSVFdYJgm52fnOLbDm2+8ib/1KdssZqMdWJdlSbCTjvFet8suCMjyHN0w9oFIlxcXVJWkdTqOi6Io++RGVdPo2TZFnvP8xQuZadCanZaLpTRGtjkl7mTCaDymKkuyLMd2bdbrFU0DpmFi2zZ5XmCaso96eXHJer2WcMc8x7Qs0jTBNC1UTcV0LcKsxLI0Er+gKip2vt9GnMpT5LNnzzEMnYPZlDAKyPKUi6sLdE2Xp/iW8CqQZbpoWzPXSjDDkDeoPCl1eP78OSc3TnAcm6dPn1GWZTtAlDfMjRsnBEEbCGQa+LnDNrFopDkERwenXKHkMTdvnnCuSxPms2fPuHPnDpZl4fs+vu+T1jpP/IK6ETzaVMyDmF4pJbRpnspcCMslrSIJuBOwXC4xNIvpZLJv6ZVlSQOs2hmVqmkslgsW8wWGaXDnzt29KfAa9qcImYwZRRHHx8fkeU6wC5geHLSgxITZbMbL09P96fH8/Fy2OSJbms9aZH1VVy1SXEVVNDShAXJe0nZnUITA0+FjY533lzkfm5jYQqJ9NF1Dt3RM3SIoQ/ydRHPUdc1u58u8HdPct9VovRZVWYHR4NgWtvA5v7jk733gytefLvi7f/Ztdi0GP89ywiBku/U5PDxuNz5Z1V7jS65nFlrr4E7ThH5fhra9mG+4eeyxjWXsr+LUpHFE0bSO97pCiLJt1bX/aP0PTYuj+YM3cat+2z9U7FuYUR5QNQ2W8wbn5+fEcczB7AB/u2U8nuwXxiSVCrRuG/vrebJVe7GRsFZFKGiqjq7pBEUoN4/WvCjjJ+SGpqkt4TmT8t2sSiirHFvvkOxk8Nnn/9jnKIuKR48f8+633+Xdb3+bk5MTGXHQvneO49HrdfF3PuE6Qmnl3p2urEB2fkDTqBgtAsduCctCERRFSRCEXFxcMBgMOT4+5lpwK4Sy9zbVTcN8vmAX55RxhRCC2eyQOPQZuBpXQYChaWw2a6qyw3y+YDQasbm44OT4hA97faQ2lLqp8TodHrz/AFVTmYwnvDx9yXQypSqlAassChnfmUnlimVZskzt96WCqcWQh0HAeDJmMBi2J1i5yei6xng8IopjlqsFdotBqJua1XIpE9yylHffvU9ZlAyHAzabLVEU7jMPdEOn1+/S70sj3G6323s+/K3fmp6kaWq93lCVpZSQ1rVkAPU6lEUlfRaVxHukWcbW9/FcD61Fj1xnbl8PhQ1DR6DS6doIRZF9cVVhs91KvEpXnsZsy5IkYNNsY40LDg9nfyAv4vbtW5RFweXVFUdHh/T7UjGz3ASUzgGbEEAgWuaWXaw5nPSpmw6WbdHtSHOp57osFgss28K2be7du0d3ueSd2YZ3LxNeGyjU5YqnV0uqusRzO5hlF1OxGThTdn7AsDum5w1ZLzdtmp5GGIWUZcXhbAbA6cuXuG0LIW4jXmXrQ76nWZa1zvCaTt+lUWo++OADOdS0TBQhSJJoP+Q/PJlydbmgrmtmBwc8b70xilDQVZ1UKEDdpmLKBUrXZJQysHeUo2pYlsnf/LEj/uEv/xP+rT/+BUlfKGp002C9XqPr8qAwGA2ghihK6HY6ckPI871b/pr5pqjKnsq726zIjT7vL9dUDdyfp8y3MXpV0+125GetKtlut5ydnWKaJufn5zJ0qqr4xv1H9EyFwXAATUMUR6iqSqfb5T/9xfs8XFfc7S35iR8WNJTski15lbZigetqQ34WaBqqpkYV6l6Vdp20SPt4eR9fL5jtZsKryqVuKkkadns4rkNd1fT6fTqdDpvthuPjI0zTYLNe8fz5c1RF5ejoEL2dWwaBBJ86jiMBnY7DyfExDx8+agUtmpToW5pMgkwk/DROEnqli2grQV2TYVdJLHlfh7MZx0dHpGnK/fvv8fz5czqdLrPZDFqkjBAKlmnjui5lUbHdbvfeOEXI0DzbdlBGI55+8HTfwu71evze7/0e3/Vdn5JNYyFa42xDmlVEaUle1cRZjpOlTMcjNE2+p2UiyDM5TxFZLqMh4khSjdOEXitU+LDXR2pDoWl48P77aJrO937f59mFAWmS4Ac+1bpkPJlwdHxEVVaUpZT/yswQDX+34Wp+wXolo3Jv3bqFbdvyg98eA8qqoGoKirpmF26xXYsskRuBPFHILAdN01EVhXtvvSl5PUIm7rmeJ+WqVU2Sprx49mJP6x0Nhxi6Tq/XAyGYX13tYX5hK4u1LIu8KFgt1oRRhGPb2I6D6zrYrtwcDg5mbNZrLi4u6PX7VGVFUVTYlgNNg2kaEgZZN2wbibxvmoY0SXHbvm3dOq/9NEPVVIaDIZquoekyPU/TNEkkLivG4xG+v2Wz3rAOMlJzRiC9m6iKoK/neET0Rl1G4xHbzZYojLh16xbPnj/H0HU2my0z80ACNRWVyXjMX/+SSm04kO642pwjjJqqyKkVmV+/XQXohk7HGNL3hlALhoMBCFgsF4xHY6JYImWyPKc/GHB2dsZkPObTn/k0L56/wG9ZX9LvUXPlJ3h6TVqkZIWcp2iqjus6bLZbJpMx/s7HcDSCbIvV00j9kjRL97Rex/ZIiwQsQVrEpEXKtYNrv8jCPngKZBb7f/5/XnJ/eZNvfGXOl7+/I5MX8wJN01GEQgnsgoCkVHFVJMU2TVscSNUGdUGwC9i5PlmWsllvZG++1nh75nL/KuLtqYV/9RLLsuXvtD28TCZTmcHRyFZmkiT85X+84vGm4q2Jwd86an0YccJw0OfBi0serSupbPMVdlmFaHyyMpXL//VmQouaaRrqtmIT+rVD+5XvuuFVsFn79ryyt0PbvmpQNYUH59+ka/fRS5c8Kblz+zaLUvqIxuMxqgqmqdHpepimzW634/Lycm8qPj45IY5jfN+nbEOwdrsdDx482Htc9K1BVZeyfb720VSVPJIHBD+QrDDTtAjCgO3Wl2FbrjQTf/a7P0ueZZJD9uw588Wcpm7aGIMhR0fH9Po9Ol6HspJqt1rI35+qqeSZbIU9fvIETVWpKhmqNR5PKOuaOCuJs5KibNBUgWOq9D2TeG2giYrNeslu5xO3xlgh5EzN9VxM00AxpMq043qURSVbsx/y+khtKEEQYhgmP/zDX0LVVGzXpqwkaytPc87PLomiiDt3buO4LlWVU5QaqqoSxRvwVW7cPObk+MZehSXa9gVCkJUlWZ0QpxE1FTs/gFpQaw3L5QrTkjgTVZV68SxLybOMXr9HnuetOkUOu0Vr9qtrCXbTdZ2Li0uuruZomiaVGlm2b8lUbYysQD7fdhyGbdRoGIWSJGwalEXBeDxms9lI5dNOihQcW7ZjoihGURTKumxjZwWzgwOEIjANk04bFGZZJvP5omUQ9VAVlc1207rqe8yvlgxHA+I4Yr3eUgibRB8RtzxoSxN0lYieXnHn9l00Tef8/IzRaEwQSNVOv9djvlyiOF2SJGUymeDv/LZVkRCvlmi6Rp0JXG9AlAfUmUpdNfS68j01TYvFfIVpGpiGyXg8Jk1SyrIkihO2cYWrNxR5jud6TCZTLNPC63icnZ3R7fao6pr/8tdWPNxU3HYrvmwvMTQZWZzECZvNFnc44+zsjNF4SF6lJIVsXQwnIxbzBWmW0el2iHcRIjewlC6Wa8sTey7jBmparle7UMo5QcMua3hvkVEjeLDM8UYzxq6xh/td//kL/+gZ376M+cShy3//p4/3+enXAMq6rvF9vz11LmkaGI2G6FHGl3+kj+dYDB2Nly9PJdCxJU9f40AAXE/27uvuiCfbRfs9FayjjDK4otfrSv+Cv+Kdmd1WkQKraMgVDV3VKapij1mv28/8dQvruqV2vbF+J/6i+Y4q5RqXIdE1SnuwQ6amDjoYRQcVg8lxF8d19jQGgKrKKAr5++50uvR6nkTFeF2yLGO92TA9OcFoc25Oz84YT8YIASoKlm1JeXYp/3/9QR9d0/a0XwBNUzFMgwNnSlGWUu7f60kYZFUiaDg8OuKdd95huVzy9NkzFvMFi+Wyff9V3nzzDWazmfSZARBRVZX0dOk6y+WS8XjEer1mejAjVx3O1xGmpmKqYCkVWZay3Mh26Hq1luueZbUqMZPDwyO6vS62Y3F5cYmwaoSWEWU7ZrMZqtC5urr60GvsR2pDURSFL33pi5J02jQowkI0sresORo3bh3x4ukpTx5/wFsfewtV1ambivVqTZaVjEaHdDtdQLKmaGSWc4MMumrqGtEolGkNjUIaxwgUMjIm0wlFy7gyTZMkTqgreTMlSYJuaDIqdL1Gm0xw2zjWa9KrpmkScz9f4DgOXdFhFwQUeSFz17OMd955h/F4vG/NxXEsXb/+lnAXEccJSZIx6MtY1V6vJ70vWUbUyhqTJMZrk98Mw6Df70sMRiyRLEEY4rkuRVHiem7L+1ozHA4Zj0fkeUoUhRweTXn27CVV1VAZPSKlR1bIRaJrCZxqy6hjMJsdY1qyb93r9VmvV5imKb0qisLP/XbK00Dw5kjj56cpWSZZZkkS0+8PqJuKRsBf+3Wfp8GAe0P4ic+ZLWI/b02pfVRDyHzyRJou58slP//1nPvzNff6Cj/1w2OGw1Gr00/2bcGiKFjFOY828rT9LFJJKwNN1Hh9mZP+M1+Z89h/yRsDlf/401d0hrbkaQkF3dA5PDrk/v338P0dx0dHzBcL8iLDNfooqMzDObUpN4Vrzth+4EHDrO/w8UOHb51HvD21Gbum9KbUFYoi5cGrqODbVzFVA9+6iNjEJWPP2G8m1zDC6+CtOE64ceOY5XJJx/PYZg0dS2ahHx0dSVLCQDq+wzDc3zNxFLNaSU/Vx/b0ZZWDnksgZL7Ho0ePOJiN+SszDT91MeqMrEhxdJtdtgElQhGlNDBWcv6iyJPZPimxaWT64vWWss87aUcsrfet/bt6P9Pw9D5qYtPv9DmYTTB0W6otF4s2R95rD4KCOIkwTEntpWmwHdluUhSFly+kTL4oCsZjSW1Yr9f0+r22FSwjmRFQFU0rTOii6zplJcUyTVNTVnXrJ6moqkpuRrVAUQWbzZaidOkP+rxtf4z07l0ZCxGExHHEarXm67/zO5wcn/CpT30KaMjyDEUVCFVjFwTodperxx9w685tKBOyMOJyvSEMQ8mEa/EwcsYnPVyO67LdbqUZN8tkLtK2Zh0uSVTZQndVnTAK6Dg9+i2Q9sNcH6kNpdPx0A11f8opyoK0iKEp0FQLTdM5vnHEu996j/VqTacjke2u53E46+9TDK89DA1SCVZWBXkp/SKmatOxYXG1pMhLpgdTNE0uTlEUSuT1brdPYRwOh+x2O1TVRVN1rNbBG8eSYtr3PIIgkCfLfm9vtMqzHEUIhqMhnufy/PkLDF1Ha5VFlm0RhqFUZrUhS6qiMTuc0fG8/U1jGDIIy3ZsyfxqNxlFUdgFPuvNCtUUeB2XvMz2+H3XdTk+PmIXBOR5LunAowGz2YTtdsvV5Zw4zrA6fbmZlDWaojC0KlxCdK2h27Go64IkicnSnKKQ0bWO60rvy3zDB4FoM0hK3vvglJOxvGlty963hTZhydNAkZkca/BT2ZPudrvyRm5KqrpE6DWXV5cM+0Maw+P+/Jyqgcfbmm1aUpYrid03zX2cwWq1ZHpwwJujlPdXBR8bG5AFqGaX5WLJLm944ktD5cNNRYaDndR0nS5CgKGYuJbLoH1PVVXl8PAQTdNYb5aUkUDVZGunbtVcAonKaeoGochApL/9b77GL/zPv8Sf+tEfRFXl45U2WEsIwcDR+OShxzfPQz5x5DLyDKq6llWKfJAMzFJVzs7OmM1mpKk0uO12PrY34vRyiWdI4oJtW5ydnfHaa69RVhWebqC2XLKyzWf/qR+uudyE6FW6J+peXV5ycDBletDn4nyBUdW4nk1P6+J5Hqvtkov5GaWeUpAikFUK8GrOU1/XJa/qk+v21/U+8or0JIfPpm7h0MfIHQ4OJ3S6rkx7VFRJzI4jqqpkPp+j6xqdjosQKZvNmqIo6fcHchguoD/oYxgG5xcX0MDhoYz8vprP2+jrrAUxahiGTpnLFMQ0S+XP0jTkoqFOC8q6RFN0dFNluVqSFSlZnhHHEVmRkZUJqtCwLQn4dF0brUUtffazXc7Pz/mN3/in6IbOp77r0+zyGj+VaaKWbaM0JWEYIJqG9775zwEZo3HtGRsOByyWS/R2zYjimMFwKE2frkun4/H06VNQayozIc8ybMOh1+lRZCW7Yrevuj7M9ZHaUIRQAFlyVlUp/12XFGWCJRoso4fpSdfsgwdS030wm+HY9v6kd42VLouSmpKslFymvMoxFJMybgh2IXXTcPPmDRlKFOeUVcWtm3LukuU5v5/8PlVVsVgs0HWpgQcJabu8usKxbYlU3+1kfGhZ7KmxVUuv7XQ6UvqaZRwfH3N1NcfzPAxTno7VFoPieZ50s7cY8LqucT2Xp0+fyfmKY6OpGlVV0fE6uK7DarkCwHQMiiqnEQ2arlGVEZZlMRgO8X2fKI73gMv1eo3n2axXO3Zpgzq6i1JHdJQcXdHpKDEdraDfcyXSYReQFzWqamDbDr1enygKefniBccnJ9yZqbzej3m0rXltoHDQs0myDK0zxKNgu90yHI64MRG8Na54f5nzxlChZ4jWA2MzGAyZzy8pqwrLsqhMQaW7DKyKuz3BE7/hjaHK0chltVgz6PdbhLqyV0hVZclf+cEeV37M23dvcHF+vn/fx50O7xw0vHuV8OZIx2xyRsPjPYJGsw0UVdlvlJvNhvF4jGkYDAYDlts5hqUjlFeL5nUuSE2NKq5RKhodvdnLeZXW7S+d85Jb9Xf+zJusgoKRq+1fR7RgQFldJLIi6XQIw5Ag2NHrdaiqmp5rkBZQliGb9ZqmgSAMefDsnJ4lDYubzQajVUrJTd3ieKxQFjZXV3NJky4Kbt0+IQh9kiRDUVQUoTHoj1AVha7Tp+o3FE3KOlygaSlZnVLX1R7j3/yBe/ZVmqWU9Dd/oEpRhIJrdLDKHq7R5fDGDEOX8n+Z81OS57IiGY1GMjq7rtlupSmz1xuw3fi4jrdXq9VNg2lZ3Llzez9fkabhGNPRcTybIs3Ji5w4jojCiKIoOTo6wnFs6roiziJWwYKiStE0HYHCYrNisblCqA21WkpwapXRdwegl9RKjaIYoDQ01IRJgt0d8L0/8EV+65/+EzrdPgdHJ9h9BVNXWJR9Li8uXxmgFdmePjm5Qa/XJYqiliJt7t9H05AH1qPjI+IokoFenktv5DEP5AzKNToM3DGO3uHq8qpdNz/c9ZHaUK6T8eq6IC93KIrecpMM/G3EukjQNUMOf9sskvPzcyzTpKwqDg8P9xkDuqGRpBlpnhCnCVVes97u0BSdwXBAEkt3MkJgmCYn08k+H9405IKv6TpZmpHnIaPRcF+J5HnOeDzaI0O2vt8mPEqaaJ5L13hR5NBIhPz1oHw+nzObzWReRMsQcmyHOEm4d+8ueS6VHNvtFq/jsZgvOD45pq4q6hqJulDkHCZOIrqDLtv1lsQvyNKCkxs3sC2LRZsh4joOruPsB9hPF2tqo0ekj0jThq7VwYjP0Yscd9hlOOwQpxFlKU/1juPR8booqiq/N99nOJJenDzL+Ok/PmUd5nhag+M6/KVfueTh5jFvT0z+23/jLqvVCtuy+PIXPC63EWoek8Yl7pHXRg+rgGC72KGoKj/7WymPtwvudhp+7seOWAUpPa+hrAsGwwFBO1DN8wJdlxiVxWIh6bgNeK7LaDzeh7IdHMz4yS/twOwwGzjMr+aEQSgFFm4H15GojTAI0DUdRZHxBOPxmLIqUBSFrtWejittX3Vcq5ZeBXBJs+Jut5OKHCErl+tsG9OUbZiRKyN+67pmk1SMXZmNXlVVu4H0uXnzBi9evCQMI6IobhVBYNlddFV+z3Ga8De+lvJgfclrPcHP/omGLE3ormCTAAAgAElEQVTadEL5M4RhhFAk1HM0GvHs2TM+85nvIgpDNuuA2cEheZ4zbAkEeV6QZQWzg0OquqDjdTm/PIVGodauM0xkDC28Yq69Ei20M5O26tJUHU/rI2KL8XjKeDyWkcd1s2+dVXXBdrvCcb39ZjwZjwmjiN1uRxgmMvGxXXAbrjcq+d+DwYB+r8/Z+blMYs1iUmVHUzdohoGKzvRgygdPnhIEO0TL90uKmLxKifOAOq3kfMyppQlVk7iYpm4ospiiydAVHV0zMVSPPFYxcgUhUgy1xrUUPve5z/L1r/8ug16HTevzkaRpGT3sONKQe3h4SJqlLB4vKCt5f9qOI/OWqlL6r/KCzWZDmqUYusHJjRvUTcWBEGRlgm24uGZHStk1TbYEP+T1kdpQ4FopogAVTVOgCh3bMMhEze27tzg7O+Wtt95ivV5LtLQpfSC+L2N3dV2nLIo2RjYjjALSNKEqG7q9DqatI4waW7XIE8nAGQ4G+/TCa4f9tVN+MhkThhEvT0/p93ooikK/15P037bX2+10ZAhOKofJQhE0osLuGdSZzH4+uzzj6OiQ9WZDmmWoqjxh+77kQR0dHrLdbvd543GckOc5nucRBmHL8hKtQVIC/mgEaZSRpQW6pnF0eCTbW4vFnvmj6TpNXcuUviCmtifsKouyarB1gU1C01RohiYDufwNURYgdBj2J+hmK3ponbvC8hgOPJ49e05ZFPRMk64pyLOCi3XIw3aW8d4iI6k1mZdxdYmhG5h1juE6XFxc8bvffkTfkvTUw9mMmzducrrc8WQr42qfBoIwa7BEjlCkwWw6kjHLZ2fn7HY7BoMBk8mE9XbL6XJHz1IkTqRdwEfDIUEY4G99XnttjBAKk+mUly9ecnl5yb3XXuNyG9GkgZy1NQ2GYdE0NS/PztgmJWpZYJQ6iqaRUaBOZVxBXUrBR9OqCBVVod/vo+sGd27fJk4i/GhLlsWUuxxLt1vHvRRTfPnX1rw3T/n4zOG/+ddvk2fSt3ByckySJDLLZzRCCOktisIIR9GprS7jUZfcN3i4PqVu4LHfIKwOx2MpMDBbUGmSSjS7Y9s8e/Ycx3V5udhiqyUImC+u6Ha75EWOWin7oLWmkc53W3cwFRdLd4iLAEWNKOqMoipeYeX3XhOkuVeRVYml2biij1F5dEZeK/tV26pMjvObpqHIZdUUhSE7P6DT6YCALEuZjMfsdgEdz5OS5Vpy066lyHXTQFnvDcT37t3hxdkLKiG/T1VoiMRk0tcxLbOVD8dYrkGjVZRNRlJIlP513VVRURev5q+gkBdQKSZV3UHoDt2OhqXVKFRUZUUUlJRlzWx2wFe/+s/4oR/6Ifm5XK9lSmUUcnh4yMuXp1i2yciRyJ4kScjzAsOsiMKQYCdNmUGwk9VeVXPj7gmarkOjyzZY00VTZfRBEsc4jrvPGPow10dqQ7lWTamqjm0OKcoUVVERQkcIabQ6PT3DMAyJZ9BkpOrNGzdRFIXVcoXXkW7k1XJJr98niVMsx8TtWSg6RJlPnNSYiku0y7l54xZ2G8crFIHStIRZVSHPc/zdThoa04xYj+n1+zLBraqwTJO8KAgCmf1QVhXT0Qgh4PziDCEEaZxiGRa2Y2MYBtPJZN8yo4EbN06wHTkLyDJZ5VxdXjFo+8RVm8EyHo+4upqjCIUszUnTnPnVFUmScu/e3X0uyma7pdcqvWxbSi7X6y1Zo5HZh4SldGP3rYaOCLDNiv7RMfEuJQhCiiYkVSLqssJIDHrWkCKriKKYv/rrWx6sFrw1NvjxzxkYpkldVTI6oK7ILy55Y6DycFPx5khH5AFhItMsd2kqUyg3W/6Hl32e+A2v9RX+8hc8iqLEtm2ORg33enOe+A1vjQ1McgzPoxJSdVQ2BdQyg2Q0HMpsmCji57+e8+5Vwjszh5/+UYflatHOrZ63fegul5dXTKcTOW/w5KD1z/3D93m0qfj4zOHPf1yukFmWUgM/+5sx7y1zXusJfvx7JN21VtkLNRRFIBTJXttstzLt0/MIw5DVak1WJOziLY1aMuiN6HldDM2kqmoutxHvtfOhb1/GvP/BKWoRMZ6MSbOUq/kKtztACNnC1XWZaqlSU5QVaV4xcg0+eSRnMvd6gny3pDDG9HpdSX4IQwxd5+joiCdPnuC4Dj//uwXvXs15e2rwsz82QWkEuqax9VcEu1CGYGUxsggTzK+WOJbLdDYhzWMu5ucE1QZFSyhr+Tup2+oM2AMfPb2LWXbxzB6Hh7M2Wz1jtVqh6yqOa2OZEuUTxwnj8RTDMIiiuF1kJa5G5sjEdKoOSSjzZGSUsLfnfgkh2iwfb3//duwBSRUSZzFoFaZlYLfpibqukWQxQb4myWMpk27nl6qiogpNmnkxUZUOhtbBNWx6jk3HNlGFIEli/E2A7wfkhaxkNE3j3r3X2Gy2+9bo1772NT7/+c9zeXnF3bv3sCwTEJRFsTdEp2nKwXTKei1Vnbqpc3Z6ThiG3L1zZ1+BNI2kCuiKPOimaUoYRfR7vf/fKf8vviQzSdcNBLLdBQ1JnLBrcdO3b9/GNE0ODw8RQmAYBpqusd1uOT45xrFtOXSuKk5PT7lz7xaK1RCmPn7iE8RbDN2kURWm0xn9Xo+mqYnTjLKsqMqSqPU+dLqdtuJRWxijTGdsaDg7PWsX+jFZdu33GLBeraQMMSupCol7AVpycB9FFcRJjEBwcuOEMAp5ef6cmooirQiDkIODAzpdj9VqRRRLeStC0Ol29rkpZSt1nEwlZ0wogiROpHoqbVEPfkBcQqkPiCqdomgwVEFXS3GaAKenElc+T88WDJwxaZJR5gVZI3XzcZVxmV5hqBb9g5s8WF1SNfDeMqc2Bni2dOvHSSJnP03Df/WvnVAoFlfPH+99AqZpkuc5ZVmgOB5PdjE1gsd+Q1SqmGbD/adnFLsVP/mlMZ3RjKFrsNv5XM4v0E2NbqeLEAo1FUkSU+TS4Pr4xQX35yk1gnevEp5eLHHUnKps9gKNqiqZTCYsVyvKsuT4+Bg/rXm0qfaLevCGRa+rEsURqyDn/WWxP/1XmsNh35WoEyT6BuThpyxLsizj9ddewzJNTFNGJHS8Y3bBjscv35efZyH2iJ6jUZePTQzeW+R88silZwq80YwkS3n38Us6pkZTa1QN6KqKqYGpVRhmia6WbMOUad/m7/yZt1hHBZ5acXFxwemprIKjKNpHL5ydndMAnckR968eUDdwf56Tlhpjz2rnH4LJVEpmiyIkjguKvEZTNQ5mB9i2jambGMcm622HhX9FpkQUTUZe5VwTkzVVp6+P0QuXfnfQtgADBKEkAFQ1dZNSFAmhGqJr0mTrOB5CCHo9g47XaXFGEYvlAtNS8P0luyDGsDXm20tGzRjPkSf1oiwpygJbkfHYluXgKAaWodM0gqqGy/M5tuXQ8TwJ1awS8iSjqmXIl4KKobioiosQNoowMHWVrmUz8DoYmiaD7pKM1U7i8mma9r2RJuK6rkmSmHv37koqc1ny+c9/HsuyODo6Yrvd4vs7rmOSbVseMJV2BrcLdhzMpqiagmXe/X/Ie9NgS7e0rvO33nnY83Dmk+PNm3fIWyBUKI2UhcggNE13KK1tRzhHE3S0E7a2FFggUDIIihK20GpjGKEhdmg7ER0tFYK2MhRQWnWnnG9mnswz7Xnvdx5Xf1jvOXVRpO4Hv9UbkZF59tln73NO7r3Wep7n///9uXf3PtPpVM1ZbAvbdvBcD89THL7j4xe0Wi1M0/w1AojPd31BbShFUVAUBZZlN4wkqYbmaUq32yWKI4o85/mL50RRxNUrV9B15S72fZ+6rnl2dMRisUDXdd64cwfTNojyAE0YGJqBpdk4uodWG1iuyWw1JYpCgnWI57t0ez0QEt/31JDc9xWEbtAiWEVsgibwqalqJNDpdgnDEM3UlITTcdhvXkTT2RTfa4EQFFVKnITYHZ31JOTF8XNKkWOYGqIQFHlF22/hODbL5ZJ+v0+WZ5c8sMGgz+nJKVJKxuMtJZssSyUrDpUG/vjFMYXUqA2fVLRJNY0il+iapO9pmNkC4g2ja31m8YzZZsaud51Xbt5hM97g+x5xEl+e/trtDkfPjxj4Jnd2fd4+jXhlZDH0LTbrtZJNI1lvNhweHjKdTtENDU2H2XTGaDRWUudWG7/l0ylLXh2V3J3l3OppyHTDd/+K4MGy4vUth48NakQRoekqOAqgyCs8x8cybcpK8b22xl0cx+GLBwPeuPuYt04j3tj1+c13bpNmKW+/85bK/zYMJBBGkTr5lgpZ7rgOr2+7vHOecK1VU0Urso4aiA5akpcHkvuLkpf7Oo7MWS7zS/Or6zjohjrRXsQB+36Lf/WzP8ve7h5Gc7hot9q4RgvX8NE1gyTdXMY8/6VvOGARFfRswdHREZ1ul+/5NyrH5VZf53t+u6vo05UkzSs2cYlTGHRaFXGeM+q6GEIw9E0EJtvb29y9e5dHjx7T6/VI84y41MiDOXfuvI6g4qUGf3+rr+MIRTGOw4R2q4PnuY0kusB1c+bzNaZhYlkmVVkihGKG7Yz20YTJYjUlIUDoMZIay3Bw6y5O5dMf9lGR1kVj+GtQLUhafqeR3BfNgaPE3Jh4rgoJ0zSdTqeL5/mcnqmsFiklpVaxiCZITWIXJjKEltdmtV6TJgmmbeC5Ht1ulzDc0B22MLKMaBHR73vcuH4dgCxPifNQRRHgYGo+ptHGtzu0HVWFaKIkiWMW0zl6rgbqlqVUebZt8/prr3N+fta0JMH1XPIs5+7d+yr0azrlrbfeZrPZcP36dTqdDmdnZ8RxzP7+HmGkaAXL5QLHdS9l0YahuGlFHjPeGuF1bYJ4TVlnRMuQKFLBf3Ut0XWN0WjE6Zn6Pj7o9QW1oWiadpmGJwCtSTicTKdoQiOOVerZ1atXSdMUWauhXFUrNdZ6vSYMQ+q65uBgn263q/qumoYhTDzLp+vkBCsVTHR8dkRRKzy3Vlu4Q4NSKOy1pimmkmVahGmKZpm0Oj6nJycIsU+aJORFTjJTZNEgCOl0Oiq5sflebNvGcV0cV522N/GapFD8sVbPJ9ok+B2XaJPgOi5XDreYTmeq4tF1pUUXoqEGJ8znMzBqxqMxpmbQ7nR47733MAyD6WyO1+5TWEMSaVJUUNUSISRdV6drFuSbM5AFo60WSbShyisM3WgqiIx79+5y9eo13n77bVxXoeo/+tGvxGzIAT/xe19hFqRE8zOmkwntTgfDMHBslyDfUOQ5aZJgWDqu77AJYp6czbl9ZZfhaIhtW0RhxHd+ecFkk9BzNKabhAeLkhrBu9OU9ugG6/kZZYOqkU2L69mz5+RZTlWVJGnKlcNrPH36FNu2+fhHOswDh54j2AQbBv0BURhT5LnKujANqrK6lL2WpaLb/u5hxe/sgCtKVquK1WqJYRgYhs4fODSJ9wVtC6aLDbqmDJnZ0RGe611WiMpL1OHKlSt86I0PoTfihTCMSJKExw/e4/j5Ca6jjKkXczbDMNA0jVNdJ4pCnpzOuT8fUCN4sCh55+EzRi2b7e0thm2XMAqbVEeBa5nEaY5tKBWZYeiUVcX169d58uQJJ2dn/PV3dI4inRsdk+8/WBEGG/78V/iYrT5luGI2mdPptpBljec4GI3YxTJtLEtiWx5BsGE6PafbVVk7mlDGQNfyuHntZRbrGYv1FHSJVth0/T69XpeyULNFw7CoqlLNmJp2dllI0jin3elg2w5pFpImMfM4BqFdEnjLssR1XAzdIc1jkjIkyNZIKkzNxHJdFssF69Ua13NZrzYIKbAti0enEzZrBYjc2tpid3f3MkNnk6SsIsjyPi17i3bPoeM6iAYmG0cqX94yLZACTdcpy4qd3WHzO9Coa3Wgq0pFP3Z9n6NnLxgNh5ek45dfvsW/+3c/3zjr98iLgs16rWZOQKfToazUYTAMQlodHwWGNAkjJaaI4hAMJS1vaT5724cq9rhp8x0dPUdKqYLpPuD1BbWhxHHCdDpja7yF46pyfLFQL5o7d+5wenaKaRromobv+ZycnJDnY14cv1AQtk2Aruu8euc1wiBoCMA6tuUQbCKqXFCkytkeVSvW0YIsVxA/TYMwX5NGGTLVMQ2LNFWMqM1qg2npCDQ6nRaT83P6/T61rNVsJYlpt1t4nksYhjiOg++rPr1EMptNyYsCpMCzfSzTwRQ263nIZhFxcLBPXatZyXg8ZrPZoGkC13XodNqcnJ6SlxmVkVKJHD0QaIXJYr6iqAWl1cYZj9DrmFCaZKUqgVuOTscoqMMJWZizf7BNGK4Jo4gsy/B6FoVwFE9K0zm8coXRaMSXfMmXUFUllqUCkvKisc9LiVmlCkejqxjg1UqFVm3v7LCYz7l2/TqPHj2kLGp+8r0W9+YFH3oe8L9/845KoAxDqqpk4OqkWYan19wemtxflLw6tum5Onqnw6PHj5XvBcFsOqeua6rGB6LakpGS9zpq8bFNq4E6KnyO67j4nurTHx4eoOsaFYoIvQkCpKbaegiwDZeT52c4jjKTdnsdNumCWXAOWg1CYpsmDh18o8ve3v5lQFWcJJydnfELv/DzJElCUZbqIGE7WLbJeGdEmiVIo8TzbTqaT5nV5GlOluWN6U+jZcAVr+QoNjhwC0hDZmnAZrOh02lfsuha7YC6ljxrVHZFUVwGs+m6TpomTIOco2iLGsF7G8ln7r7HdtehJX2y5BTP95C1JIkyos2SyekJeweHOE3OTNLM3xzPJWo8We12m3a7ixA6w+GIuqrYGuyg1QaL+ZLt7e2mrRddwiA/55z/nLRYSgk+eGVFLQWO3cZ11M9XljlFkVKWKXGSImsUhl7mxEmijIh1RV7l6KZ6X1dlRd6El81nC/JC4ZiuXr2Cpmt0Oh2ErjMPEsKkwtBNxp0BjqmBrFguVsxWCnVT14oE/fKtl7EsFT1gmiY7OzsYhmKEVbXEMhUK5TO/+ssURc7uwRU0WeO7HlUtyaKAeFPxyu2XqaqK2Wyu2qUCsiyh3W4r2kShqOabjaJkx1YCrjokHB4ecDo5QeYghaAqa5Xs2lAKrl69RlEUvDh+wXvvvfeB19gvqA2lrmv+7f/3b9F1nes3rnPzxg3WaxXvmqQJSFVelmWJbdmXSPaiKAiDkG63R7vTpm5S74IgwLZsZZoqS8q8wZXYFXmQKhpvy6UsShzfRZM6ju1S1QINjU0UoOkCy9bp9QR1XeK5A1aPAybTKbZj0up6+F6bPMs5OTllPB4xGAwwTCWHlbXEMpXSxtFdHM8hiVOWmxXDxisSRxG6YdBut9isA/JMRX2apsnZ+TlpGbGpZqRJTMvusdoEZCnorS0SXLJSYgnYdiyGdczaaOFoFXa5oI4Tet02njfCcTSy3GC9znFdC1OYdJw2q9WMX37z56GExfoYQ3PI8wrPdzg+eY5p2byYbbBkhue63LhxHV0zLoePcZJg2za16TObTqnKGq8/4P78nLpxhp8uI0QWXJouwzAgCpV89y9+9YgUk3h+xltvvsVqtcayTEbjMV7TazYcnTDdoOmCqqw4W7zA0m3Ss5zlYsX+oZKMy6aX/cYbd4ia8DHX9wgqiaXF6JqGngoqDTRDeZ8KaeG6DsPxUC0aVUVZVQ0evkGPlDlCy9CKBFBD2M8ttG2yLOPhgwcEQcDB4QGWZ5BWEUG2Qs8zqrpEM2wcvYPntrB0W7U3ioLJdIqUku+71WeVlLiUVLWjjLl5qaTzVa0wNnVFp93Gb3fRhUCgVFIXw+xer8f2tuTKJOQoMXmpp7Hdc1ktV6RpqiJsNYN+3yMMQ5bzObv7+5ydHJMmCZ7vkyYJg9GI87NTdF2n1+8RxSFFUdLvDZqMmJrp+YwkSbn98m2SNCXYbBosjZKxXkh8DV1XA/y6xrFdpTyUNHj3C1BijWFY6Lqgrit8vwXoauPLYpKsQ1EXlFqOLnQlCiik2kx0nSLPlX/Ld9na3mK1Dhjv7pHVOkVW41omWpVT5jmu0Wa1XF7msV8gg0zTUgpBx0YgcBz7UsVWNyIB7VKyjDI/Zilnx8+pqor1cta07JXKTtN08rzFaDxGoIjaNJ6lWjQha5qu5saWha4ZnJ9PKIpC2SC29ymKnOVqSVZlRFGMAFotBZA1DJ39PUWY/qDXF9SGYpomH/3oR6llzYP7D/iZn/kkjuNw5eqVBmFfsJgvCDYBB4eH9Ps9To6Vmmq8tcXe3h6ylsznM2zHYTGf0+506HTamIbJfDEnikMVzJRV+Fabjt2hyiV25WFi49ptpCtxXBU41ev1yfKIokgoC8Fido5lQZZVuJ5aSOI4xjItDEPJa7u9NqIqqGpBWVZIITFtkyhKiKMEx3UoyoL1Zo1jO0RRwtbWmMlkeskemk5nGLqO17JZlTFareGLASJ2qew+RbtFUELLlmx1a1y7Isss8tUKK9+gazU7B/v0eteZz2cs5gugottzabfVnyCIycsSrdCxbRPT1djZ6mBbbY6OZoyGXeKk5Dt/ZsH9+UPu7Hj8xO99RW0kEqq6wvM80izjW/7BO7w7VXORv/T1VwiDgDf2fN46ibjRBS0PGW+NG4/NmiiKGY6H5HnOyekxhq7osGWdM9juImr9koHlui7oim2k6RpVWWNbDjomaazc8PvAcDjEdXx1eCirJl8C/sQ/eY9Hy5rbWybf9VGfJEoBielYfOLfxDxaRtzowPd/rcA0TKqypmV1sbp2k9aoFDZCasQNOfOCqHth9HNsh1YTrqQbGoXMSMuYrExUZkitsVpqoJVYXYUxkZogKFX+hWWabG9tsd9ItDfJhlToeHnOzniXKIywHZvTRUi77SI1m1pKWq6JZVkNUqRiHqScPn3Ij37TVUrDoWXWjTy3YDZbMJvO8H0fpwmr04XEsl2CzZrx9g69Xp8g2ACwtbOLbTu4nk/XtomimMVige04PD96ged73Hzphoo2bmZLajMuqEoVsnYxNK6ays0wTYXJ15X090LsoqvUPKTU0LT3OfANDcNoq9lWNmCxmlPXFQYmaZ7R7XaQsmZTVxiOg2aYOLUgSxI6vkdZZASbDSer1eXgvNugStrtFlcOrwCqBSVBUQ4unv6CLc8FSkZ9fIHeabXal2wzwzDoD4aEUUgcBvT6Q5aLmZIeS3B9j16/j6EbLJdLlQMvBFVVKulwEy1cViWjsRL6hGGo5og12Lat0P2aio2QTRhPEGwuOW4f5PpAG4oQogf8bVR8rwT+CPC7gP8GyIHHwB+WUq6EENeAu8D95st/SUr5rUKINvBv3/ewB8Dfk1L+KSHEHwJ+GDhuPvfXpZR/u3nuPwj8+eb2T0gp/25z+3Xgp4AB8O+B3y+lzH+jn0PXdYIw4PDwkK/5mq9mswl48OABJycnPHzwkO3tbQ4O9rl69Sp+g00/P59w8+ZN9nb3LvHYRVkQL2OGo77KSpCSssqbqmVDnGSYtUvbcPG1Nk7HxTB0+kPFblotN1im+TmwX6UzPY9pdQx6Qw2BzuSsJlhHjEZDirxks97Q7ijJ5tnZhHbHRzd1FUJUlSRxogaPpkLvR3GE53pcvXqNk+MTgiBgOByxXq+ZTmcKE+M4rFcrRGphVy6V8MjcHnEpaFsa10cWLVeqvnBokEchdRJRYHLz6gFlVXFyckKn06HX77FYzllEJV3HYrWK0A2NQa9NWZUKpllKFvMQx6kpipxHzxf4vsf9eaHUUOcxi7hk6BmX3oOyKpmsY96d5koVtVLU365l8Ke/uGb9iodV54RBgKEbpFnCarmk1fXIy5S6hjAIsRwTv29R6DUYKW1rSJ1oFEXBkydPMUyDbq+DbeuE64h+r08N/OCvlDxZt3htkvHjv8dWFYaUPDmbYdclUWXwcFlTS7g3KdgkgkGrq94lbodHy0dUEh5vwPAH7PS8S2xP2dAPFI1Ya2YmcybnE4BLaWtVqYC32VwldoZRhOZ36HlgaD6ydPgrvyJ5Guhcb0v+xBtLTFPnRz8jebyBa37Ft9wKLqOl86LkBz6V8GhV81JX8O2/5ZiqqvjhT5c8WtW8PDD47o90SNKCszylriqEJvixt3VFI+jr/OQf2EF/n4sdAVvjbT6TfxZN19kaj5FSMhgMODp6ztWbt1UksqaxdbFAXfhLGnVbu6WwMPfvP+Tw8JD9/V3lD6lyhKgQeo2uSQxTR8qG63WBqHFN5R6ROULTVPvyfUbIqi4v1WIX37AQAjS1eRu6Rce3aLkt1usNSZhRVTVhEpOXNbppYdsmmqzJ65LJ2RlpHAOSVqvFzvY2juMQJzG+p0CUpmWq7KSqVs59rfG4CHm5qVx4Xi5+HxeM6TzPqYROpz/iSjPTDYKAVqfPcLxNWRQ4rkclVSpnkqpZa11VgOTq1asEjbQ7z3OGwyGWZTOfzTAMg16vx2I+J01SaikJgxDPq9CbNl5ZVer9V5aNGvaDXR+0QvlrwP8rpfxmIYQFeMAngY9JKUshxA8BHwP+XHP/x1LKL37/A0gpA+DyNiHEp4H/+313+YdSyj/2/q8RQgyA70bl2Uvg00KIfy6lXAI/BPyolPKnhBA/AfxR4Md/ox9CudRtHj96xO7uLkEQgICv/4avZ7lYcPfePX71Vz/NeDzi5s2XiMKQ/YN9hCaYTid4vk8YKHNQv98BavI8brTyaujf7XVwWhZJGpNsCq4dXkcIOJ+cU5Q5slYkUsMwSNNMBV2ZJu2uRbuXkSZQFR12d7d59vSIk5Mz1asX4nK+MxgMmM1m2K5idFmGhdPkrkRRBHrN1v4QA5ViuLe3y+PHj4njhKqu8H0fmvnRbDbH8jrgjQlLA1GUXB+57I9aIHROlzHBpiLbTOl3fP7q/Q7vnCXcvH/Cxz/S4bChsh6fpvzYWxcLDnz7bzFotWzqWmJZOnle0+v5hGFGUeb85X8vebSOudVLlcR1lvOh3RYDT5mqqrpUst6zc4QmuNOQa18eGurew1IAACAASURBVFzbGbCYz9nd2eUl3yPPcwxDQQ9H5oidnV00ofGLv/QLGLaGv2UizZxYJohaQ8tMpBBsb+/g2C6nJ6dMpxNk1Wa13GDbFp7n88f+yVMer9Tid3eaMQ9z2pbg2/75U94+T3ipK/i2L9a42VEbxq2eRsdQC12WZdhsuNlTWfKHXs3k6BHzF6oFoWnaZaJjHKuc8LKShIUkTXNMUxlB2+02vu/T6bTpdDo8rB7zd561uTvJuDUw+PhXtJiHOU/DmBp4Egpq06bQdCWfboCWtelx7dp1hBCs0pLH//IdxT5bS6TlowGPVzNqCQ8XJZ3RHq2qZL1asb814Oh8yb3pCTVNqNkqVnHBF2BHobJtrhxe4dGjR1y7evUykXL/YI9nT59hGAbdXo9lUtF3lJNdsa8gyzOeH73g5OS0SQ91lXfCaRZyTVLLSmFAhEZVKWOgrmlIodz1FwRihQrRFOtNiF9z+tc09W9NKJ+PajOpHJa6rskKiWF7CNNtaNs1WRoTByFn03OKvLwMn9vd3WE8HqMb+uVjKlK42uSkBFlXjZRXLbXvP+03JKeLfeTCywnAyckJYRgxHKph/aKJ6xZCw/NbfPYzn6Uocq5cvcp4PCYMQ54+eUqWqUhs07LI0ozFYqFIBZrGeqPa+4N+vyGG1I0toXVpoDVNizBUYFkhuJwffdDr824oQogO8NuAP6R+CTJHVSU/8767/RLwzR/0SYUQt4Atfm3F8utdXwd8Ukq5aL7uk8DvFEL8FPBVwP/Y3O/vAn+Bz7OhaJpGq+XTb+SxrVYLml5lq93iK77iy1mt1rz91jt86lOfwnEcDg4OcB2X01PF89nd28X3fDQdqqqkritEI8tDgOM4kApMz6HrKaLohfNcnZZ0oiggDCOKsmA8GuH5Hs+fJwSrElmrFMO6qtne3mI+n3Pl6hVWyxWObSlUffNCXM5X9Ho91TZLFWK6P+iT5Ep51LJbZHHGqul/zxcLbty4QVVWTKczwjjDHl4hlh55VuASsOULHClZxzaz9Zp0PUEUCTvjEZtc8s7ZRgEV15IckygMEa0WUQH3ZqVakJZQGQ51g8AoipJa1szmAbKGpNZ5vFbQx4cryd/6pg7b4y1GLQdN08iyjNOzU8IkQHglZV7zXb99RFx2KVZLQJXolqUQ3s9fHKO5HdbrNTf3t6jrmps3b6K3ayo7Jq1zzNLCFi6O1mY83Kbb6lEWFacnJ8xmKk/+9OwM27JZzOc8PJpwd6L8ICA59OHowbvEtcbb51xWS0EOf+qLYB7m7PZbGLqSYOuuQuT8z6+W/NjbGs82gh/4VMqf/bCJ73k4tk2n2+Uix6NG8rF/ecY7k5Q3mtaf3gRiXaBEkiRB8zrcnaRUEh4uS7rjfXqdkFdGp9yf5dwemuwOWpiGwWvjirvTjBsd8PUGPKkJeo5+KdF+fcflcNyjqkpe34545zzhQ5dwSYvJTLVyrmz3uN454UkgudaGs6cPWTQVj2VbjUhAzZiKomA6naHpGqu0xhMFURRzPpnxEw9sHq1qXhmZfP/XjKnqgqqsmU3m9PsDvviLv4hnz47wfQ/bNkmSjGCjZoCe56qM+6rC1E0QgiiKlSmzWbDVe0y5vi+KEe3XkIk/xwVTnYWarChJspyqVpuLTkWVF6zDiDRJQAgc22Z3Z49Wu4VtO5cMLV03LuGbdS0bB7psuGBqMxONe/8Ceim0Jo5TAuJCTAAXZUuWKRrFYDAgSVKePn2mAKpZrjYLU21oZ+dnbG/v8OzZEaZlcnjlkDhS4Vh5nrMucspC+WiEEMpPBkynMyxLCS2SNL0MjnNsh/F4hGVanJUlrXaL9WrFer3+PMv0564PUqHcAKbA3xFCfBHwaeBPSimj993njwD/8H0fXxdC/AdgA/x5KeV/vHH8PlRF8n7HzO8WQvw24AHwbVLK58A+8Px993nR3DYEVlLK8j+6/T+5hBDfAnwLcOmrGAwHrH2P3b1dkiQhDEL6wx5BtGY2m7G7t8vLL99iMply//49pISDgwP8ls/TJ09ptfzL9oHQFDbbMHT8VgtDM+i0nUvVxvHJCcPBgEpWbDYblQiYRPT6XRW8laWsgzVCNylzQafTVZG/WY7jurRaLbUp1TX3332bnf0DpaByPQWAC0OePnpIFIVcuXadJAiwXQe90Fhu5oo0XFUMBz31i3r+nDQr0P0hRWebrBS4eoFdzdgZtHAchyDXiM+mFMGUvd0dur0Djo9foCN5ZWxxb5rz+o7HsGUThAGbYIMjBK82n7s9UkypNMuJ44wsL2i1bAxdoz/qsFoF3B5K7s9rbg10HFlAFpKYgtNFQBUu6fTaSMfifDNBSkm+yBj2x5hdh+PjF/ie33hyXP7GXZN3pupF/9poyQ9+3Q7L1YKkDDAtgav7WNJn2N5i1B9h6Cbz+YI0UfGvrueqxcqyFK2ZLpqm8/rRmncmObcGJj/w1SPSJOHA87jzbM3bZzG3ejo7PQ/DNDGMkEVccHDoN20chaLXHJ+jIKFGcBQbaE4XzzVpdz7XH3cch00meXf6lLoxQi7CglFbIS/qhm4dpyo/55WRxb2mohu1bKRv89f+O5uzZYyvK1ac32rxN/77LVZpRTQ7JYyiZkgrKOTFNqkaLJZto2suP/57+6zikqGvFhtJheU4TFcbZss13/Ff2XS3d9lqt8izkk2U4Dkqiz0KI46b3BC7Yd99779e8PZZzKtbDj/0dQfElc7jX36k6NGzAml1GHsmYRigbxtsb28TRRH9fo/H773HcP8Ku73WJcxyuViS54XK5rGdZpZVKgAmaghvmiae56HZ2qXD/hJ93+BUyqomLyuyvGqqxIIqS4ijkDhSoEch1Hvx5s2bOI7zPmyS2iQ63TbPj56zt1ejaXrzHApeiVCzElUB1b9m6C40cdnqFqLB9V9Gqanv9fj4mL39fYaDQePSbyOEYnFlWdJwBXe4d+8ehmHgeg7b2zsUeY5pmXi+r+LAdUNZARqGoaoWDwDBZrPBdV2mkyllqVJKO+02hmGSF4qppjeZT5b1Xxa9YgBfAvxxKeWnhBB/Dfh24OPNgv2dQAn8/eb+p8AVKeVcCPGlwD8VQrwupdy87zH/B+D3v+/jfwH8AyllJoT4VlTF8VX82irw4pK/we3/6Y1S/k3gbwJ86ENvyDAMFXK6KJpSHd578oRr4gqTsyllUdLpdonimIPDA1566SbHxye89fZbpM9S9vf26fd7tNoqHhUUpuB8MsVarTENA8dRprl2u0271WK9XqsYVlQ86GDYp9XymJ7PlWRWqxFSMB5vYds2m/WGNEsZ9AeYlsX52Rn7+3vNkK1mvZhzljxnMBgRbNb47TZlUfCrv/QLeJ6nHP62g+M4lEXBer3Csh1022MThHR2bzHPLVxN47AnEXlEuz/AcVzCTJIkAcuTp1y9doVW2ydNUlxPuWj/wkclVnvAwDM5OjpCihrTsPA9n+/+CEyDmIEnWC7DZmhqMBz4l8PI+TwABH/xazqktUmdxGRpxlKu+NM//ZzHK8mdXY8f+10DwlQjygPCbE1tFixXCwbdEbLBheR5wb9/9xF3p8blS+LurODui2eINMDrtLA0C9/qMBps0fa6BOuA9XpKr99jNBpxPpmwySSjltUY7NTwfbVa8/GvPmC9WnPrcKuJIXYpq4o8zy5Pt3GaYJYlP/pZyYNFzUv3nvIDX7uNbZrkRcG4bfPysODBvOTVLZu8yEhTRbu+CHwajUeMWi4f2vV58yTitW2Xvq/y2suqmQUI+NjPnPHmieSNXZN/+kdeYtR2Lls6Ld/n0DBVW7Q5NQsh2LHh+cbGbxY8CazSirdOI6WQO4t5djpnb9jGcV26tqAoKyabhL5rstX3+WP/1xGP1xWvjHR+5Bs3VLXDdJOQJzGa1qLTbdMfdDk42Of4+ATHsZkFGW+fqXyWu5MUrBbh88fcbjbD20OTfD0jkh0GgyEnJ8fM5lMc22L/8IDv+6m7vPuvHvGhPZ+f+D2v4HkelSwpN2sVUlUW5Fl+2eu/oEhKoNgE1HKDlJAXJaZhYNg2eaE4cKahocmaxWxKXZWNNNrANC32Dw7wPRURMV8s0A1DCSTk+xIkpYrPrqrqMsGxqqrLSuSiIqrKZnZY15f/H2VZkhcqsMwybepateIF6vHPzyekWYrrOpyenREGAeOtLXzPb6oKAylhvDVWaq+qJAgCFWmRFwyHA/I8Y7PeNLy1FN/zFf2hKC69UhetN9u2qeuK0WhMr98HlAE8zzJWq1Vjch7/ekvrr3t9kA3lBfBCSvmp5uN/hNpQLgbm3wj8jotqQ0qZAVnz708LIR4DLwO/2nzNFwGGlPLTF08gpZy/7/n+Fmo+cvHcX/m+zx0A/xqYAT0hhNFUKQfAyef7QaSEKFKO71bLo6pVr9rzPN596x6e73L9+nU8z2MdrJWay7IZDPv8to98hCRJ+Oxn3+RTn3rOzs4OB4cH9Hq9JntDnTiLKiepQ9aTJZugRZ4XOI7LqN9X8ss4RgjBcqGAgVmiyMGK+KswMIPhgMV8cTnwFkJcsnjSOGooqEOiKKQ3GGA7LmEQcHj1Oq1Wi7I5VUzOz+j0+liOi2U7ZHoL6UTU6Zpxe4utFtg65IaLbhgEcUGcFsh0Q7vto2nqJNNpd9hqbzFfzNQbIdtwssrodjokWYJAsFqtaHc8rnYMonSNqMDVbQzdoihqojDFdZVTvN32mc1W6LqB63pUZcqL6YZHKy5P6GEGHVe5mM3YJM5CalmxWq65dngdXTN5/OgxdbzhRmfIo+a48uqWyV7fxLT61JWk5bfwXI8syXny+AlSSg4OD5BSMp3N+M5PTnm0ltweFvyvX2IgRc2L42N++FcKHixnvNzX+UTLVG8uICo1HiwqJIKnAfR29vG9Fg8/+S61FCpbJS7Y6hgkcYxu6PyZLzXQ3CE/8vNLvu3nYm604du/zEVLEtqdLmEhsKyKH/mvr3A0WbDT80DW1LVq1whdYxEVvHXSbAInEWVVXgINK1lR1zVpmrJcJozHW5cbjRCKgHD37j2SRPl7/tw/u6/apsBrY5ubh9tkacrk/PySXXax6H/bl3V5vFaejvuzmkVi0y4StDLFtTTOFyvCssa2NHregF5fxS/YTs3NocOjecqNnoFnSPxWC02saQRETWVnkGUZs/mcwbCPbsI8SLnbiDDePIk4XYRs9zxlHjU1XN/C1m1lSiwkqzAnykqisqahnSCExNA0tBrqUMUzu4bANHUEgrKUdDttylK1rfcPDgjDkOHgwhUuabdbLJdLBv2+Ojw2IgKhCSzNwrIsgiBkaA2amdjnwJKyqVSEEGg06H0pycuUIFsr6vBGw9DMhvzdJggCJufnbG/vkOU5hq5z9epVRcEoctIsJU2Sy//ba9eu8ezpU+586HWCcENVNrMkCZv1RqnedINut0PQ+NeOj09UG7osyPKscdCbdLsdFSvdhACmqRIltNuqffZBr8+7oUgpz4QQz4UQt6WU94HfAbwrhPidqCH8R6WU8cX9hRBjYCGlrIQQN4BbwPudMb8P+Afvfw4hxK6U8rT58JtQKjGAfwl8vxCi33z8tSghgBRC/BxqbvNTwB8E/tnn/1lqDg8O8Hyf6fSc+XxxqaLZ3hvR6bfxOg6agE6vpUxNqZISO67KAPnSD38pAnjrrbf4xV/4RTqdDtevX2M4Ui/EVAaE2YqizhFiC0qLqlYvmn6/j2PbTKZTkihpgrRi9vf3WS3XRGHIwcEBk3OVf20YBqZlsL27xfnphBKdQbdPpz/E9V3SPELoquU2qHbodftKWSJVsl6rN6A3GDCZTEm0NuexiWWYWOlzelrI9vAAAZycnhIXNVma4lkaV27dJAhDsiy7BGSWYUldqpJ9Np0zGo1U/rfUyIsC13VxPZdNtiDIQoQBaSYQTcaE3/KafArJYrG51OBHkUqI7MUxL/Ukj1eSN3Z9Br4FSHr+AFM3CS3VLkw3BdPJjJPjUzzP5cMf/lK++mv7LKOS09MT1ufHmNou4+EIWUO4CXly/Ex5FDyXMK+ZzieEQcQqqS7Dse7PSwxvyHbf4+6Tk0uq8YNlxfkyZNRTLcObgyGv3X/K3UnG7S0D3ylxyLk1MBTWpKdhlAlZroQXrXabKIrI65p7s5xaKjNggY2jFXz85+Y8XJzzysjiO77cx9OUEz4vMxzLVS0ZKek5Oq/veLx5qobv3/nTT/jerxoipARdYtg6pmZh6IYyzFkWs3WCp5XkhTq5PnhwH7e/zb2pWiA04Pu/8YZC7zQzmkVccm8WUkm4Ny+IwoiXegaPVxWv73gUUUluK2jjKinJRUSZbjBLg7LSKYo2mmGTxCE/8HWvEKQlPVsyn02IK8G704wauD8vOJ6tSZOYOE6QQmcy2zCZrdE0nZs9nUeripd6AlEknJ6FZFmK7hqEiSQSkk0cs0lKpKxxTB3f0Wk5Bq6to4uSuixZLVO88QDT0Dk/P+egyYu/OK3fuXOHhw8fKO9Hc2q/6MQ7jpoDLhYLOp1OQ3cAGhNot9vl+PgY0zRwXBdbs0gzZVa2Gr6cbVmXptAsS9lEa5IyJItKTGnTbpsMBiquIU0SXrp9k2AdEgQBnU6H4+NjtCYMq9Np0+/3QUqKsuSVV1/hp//FT6tZji2wfYciy8nTAtux0TWds/MzOh0VbbyzvU1RlEpdWFcURUGr1SLLMparFUEQKrafptHr9xiPRpdG3Q96fVCV1x8H/n6j8HoP+MPArwA28MmmV/lLUspvRQ3wv1cIUQIV8K0XQ/Xm+j3AN/xHj/8nhBDfhGqdLficAGAhhPi+5rkAvvd9j/XngJ8SQnwC+A/A//n5foiiKFmtVkwmUySSPFcqFilqMi0lkhVVlOEYHrbpKjSDppElKf1el+PjFwihYlF/62/9rZydn3P/3j3eeeddtre3GI1HtEY2RVKQ5DGL6BxfjvBFC00TrNdrLNNUmv6yIsuzRgYaoukaaZIhNI1WS4X99Ad90izFMHRW6zWaECqPutJYHB8TpFMcz6bl9SnKmsl0ys72NrP5nNVyyd7hHvPFnE0qWQsdXZNstyTt3h7z+Zw8y1hvAkosonBFr+Vy88Z1wjBE1zT2dvc4OT3Bcz2CMFSJfJNzBY0zTJarJZ12R2nYHZsgWCPNxlMhBGUGLVepz/K8pK7UQncR+JPlBZZtUdc1g8GA/+3DAdhtxm27aV+oo6xnt3EtnySLeTZ5ztHJMbdevsW1q9ca1Q5sdWza5i5PqpQXRydUleR4ukYmITu721iWxXf93ILHG3hlZPAXPtrHNEJuD0vuzwtuD02u7Q5VLkTf5vao4v604KWuxuFYhW5ZjsPR+YIf/oZ95nFKnS5ZzzdUHvzZD5sIZ4Cv1Vi2pZIsNQe/6V33HYOXhwb35yU32uDqJWZ7xMPFkVq8ZzmlPuJ8NuPKbldlrSvdazNoFnz/N97km/72W80GWBBXOvuDFifnx1RhiWXY2KaDDEO+45MT7k4zXt/x+KvfdJXNeoNp25RlwZ0dj7fPYu7seIw7apFcb9YURcHta3u8Mg54Z6IqhP/jrYIf/Pp93j2N+YpX9zifzgiTlE1RY1gBGkvKqqSuXbKsZn9gYW2PuX/vHlmwxrdMdN1ma3+P1XLF7aHBg3nJSz2N3b5PnqvDyN7erjLclSW6bvBDWzlniwiSNVIz0E2fsrbIC3CEieeY7A01DkWFRoVAEbzTNGezXLJcLi9xOK7jYhiqE6E1kuI8zy/p41meq4Cq92WiXJRRrutimibr1YqiKGh3Oo1RUtLpdplMpgCcnZ7iuipCGAHnZ+dYtkWR542LXVGE01LRloedEUWuvEyDwUAF4bVbKr1VM5q/dXZ2tpnNZmRZShRppFlGy/cVacC2OTw85MH9R/ymL7tDmif4Tas7iwvKomB/b4/NZkMcx6wd9TnTsnClVDHgvR4CwWRyzmazUW77VMnYj46e02r5/+XhkFLKz6Cku++/XvrP3PcfA//4N3isG7/ObR9DyY5/vfv/JPCTv87t7wG/+T//Xf+nl1JtHeL7foOwLrFvvYxpmvzsL/8/VHFIiI6h2/RbY1U7V9AfdjAtgeepmM7lYkkUxVimyUu3bnLjlau8eHrCZz/zJpqucfX6AVs7hyRVQF5HrDcmO9t7VGWpFvLmdHSxsO5f2cO2LSanM+qqot1qEYQBoimZj54+VxLSbpvlQmEoyrzk+v6rOI6NZdnUQ0ldVZimid2Y4NbrFXFWkZgj6rzioC05HPVotVukacq9B4/wu0PiYEm35XHjxjXVtitLwlBFEBd5wYvjY3RNJ8syklonX63Js5zdvT2SOKbdvsi3VzkXntVhtdhgoFMUih6QJjl+y0PThErEswza3RbBJkETOq2Wh21ZhFGEbXeYzWa4LZtKlpi6haFZnDw/ZzaZcefOncuZUn3Ru0ZF3I7GQ84nU77jk1OeJya3+m3+4i1fDYQ3qqV2b1ZyMgvw9JI/82GLTHpc2+1TU7HaLJF6zZ/6TZIotbl5sEWSpHT7Xb7tnz/l3UnGze6Uj32Zq4CaoxFZpk6ios7QLYda1vzAL8Y8XAbc2fX5zi/3WW/WfPtvdlhEJfvjDk+Op9zwfV6+qGz6Op/42RMer+H2cMlf/W+7uLagqj8XjztuWbw80Hm4qHh1bGNWCRIf13VUH7+QylRruNydZlQS3jmLefP+E/qewV/5DxXvTqbcHhr8+DcMORx10IQgafhfF8FV3/f11/ndf/cesuF+TZYbnKpgHed0Oy7LLMZ2V8AGg5q8cigrm0Ero+PV5KiIhzxX3qy8yHkxXZGuZvyNb36ZF7M10UypLA3D4MnTpzx48BDbVhj4brfLoNel7bmcnZW0HYNWy2HUMQFlDpXUzSIbEcUJR+cr+o6aMfb6Hba3Rnh+G9PUePrkSFEtbIPJ9BzbUgurEPDw4X3iKOIkz9XwWkrarRa2bRNG6j3QarVUuuZspsK44BJddBHH7Lgu7Xb7kihQ1yp2wXEdkGrOWpUlURSxu7dDluaq6mh3ePToMbu7O7iey2QyIdgEjIZK3LBYLNAaenAYRZiGMi72ez08z2dra4tPf/rTZGGJ5dpomoHfdnk+P2Z7exvDNLFMkzRNMQyDIAyBJvkSNb+RtaQsVRaMYei02x3GozEnJ8ekaYZpfnD/+xeUU74sS959912uXbvWpLUFdLpdXnv1NRxTwzAqojQlzmJqWVJWCb7VAs2krAx0XblI+/0+YRSpPOoqZ1mc0L/SYv/wtzA7X3D/3n2quyUHVw64cnMf07J5/vw5o+EIQ9fZ3r7IZ4iYTaeqlWRrdHtd8lShqauq4sXzY8WFqmteeuklLNsizwvOTs9wXYet8TZvvvUmN2/cZLFYEEURZVny+uuvo+s6jx6/hzm4TpRUjK2Ujm3jeR7T2ZyoFCrxrZ7w2quvIjRBsAkQQpDEMZvNht3dXUbjsQoHA/6Xf/SAN09DXh3bfOKrOg040CAMwwZWaVFlFUIYGNKm024TJymrqKRjGZRlRV1Lut02nucwnS1IkpRr169jaKZqLTq2iis2DeLcxGvbFHnJ6fMnzOdz3njjDZWeCApm2EThSinJ8pzHjx7j9Ue8SJQH49GyxvT7iOkJN7vweA2vjEyu7vSxTIvzyYSWKS/na6vlBpAUScHBuE/L91nM55yvY96dZI13A2rTx6gyzs4mnMw3jNq2MrYtFlR2mweLihp4+zRiHhiMO20WcYktYr7r5+Y8WNS8Olrx8Y90KLDYhAF/8l+pGcmDecn5MlFIfUQzDJZousb3fOUAzekw7qjf02RyjmmblFmFZdrsXt3DNE0+tDfjzdOQ17Yctrsehe5wd3JyqbCyTOMyjE3WkvF4xLKBha5Oj7jV13m8Uio8W2bURsV0HbHTrzGtFet4hm3oyLql/BfWhrwsCFIP12w3PqsUy7b5xM+H3JtPmnnUgv1Bl2nVZxMEtFoeg34Py7IbtZnyUq1WK6ImldC2FcEgLKFnGywDhXhP4piamh/51YqHq5pXRybf85V9DOMC/1+h66Y6uGkCxzPIs4rReMiFgbCWJTu7O2iaTpZmbDYbHj16hO04l+ZjQ9ebg5rdmEaAWiIQeJ7P8+cvuHHjusLwO44aiFcVQRhezmzLsqTdUREJcZg0eUcOJ6enl5kuy8XyEqa6tb1FVam4icnkXMEvq4qsqijKUr1uWwrLf3B4wMN7j3nji+4gK8l8tSJJEo6Onl/y5yzLwnHUQdPzXITQVIRxFKFpunrNNwfdsiiI46hpu4vLTeiDXF9QG4oQgp2dHXRdx3EcLMtC1zUmk3NkXTbTPBNNFEgZEyUpWWbiWV2yrKbIBRUFlmHR7XaVciLKkEIS5isqKXntjdu8/vprPHzwiLffeZv3Hj1hd3eX119/nZ2dHWaTU4o8Z7WYM5/N1ItnvK0SGaNzer0eT58+o6orsjTj4GCfdqdzGV+q8sQFi8WCuq6xLfsSP2EYepMvnVKWFbo3YJkJWlrCbs+m3W5z78EjktqkzFK6TViY6zrUUvLixQs67Q47u7sIoWFaJu89fk+xzqTBZ08Caim4O0kpNJcyVJPwoijZ290lCAM0TRAEqmyXaPzIp2veOU95qSf4ro+08DyPzSaiKNUguTPwCZM1wSKmKiV5GYJARS1LiFYpR89eUJUVb3zoDcbj8SXw8CLFL0tTzs7OyPKUwxt7dDs93rh3ylsnEbcGBsuz51R1zf90R+E79odder0+dV2r5MlaST+pBb7jkxU5iyigrs5Js4xOp8PQNPmiPU0t0mOHw1GXbq/HH/17b3F3ZnCtlfOtt1V88F//5YwadXK9PTTpeTof/7k59+f/P3tvGixpe5f3/Z596af76f0sc2bOmX15N8nCLHolNplFFWwgcZEUlRRlV+wEY+IEI9CGEOKVkEAQIARwBaDrBAAAIABJREFUkaRCPsSJU1nKcVlCVEAIWRiQBNK7zJyZc2bOMmfr/el+9jUf7p6GpIijVPEllp+PU7P06em+7/9yXdcv56or8cQrxfs4SolLhVvba5yfV9zr57wxEGOq7XUxK38miQUhKtEUhSSYcuqXhGGIrCg8OZvy0u0d2q22ACYBv/p9t5mFBcHkjJptU280eG59xmvnITu1kqapUm80GQ2FczqKRKjgqw8PyIOQ3/j+FwkyCUvKOTk74Wf+cMHe7JhbXYW//9aAvJDIcgdbz1ClgCQryMmoFhJNq4+mCeNuqec8GGdLf1JBkMKWXcMwfDRNQdM1kjRdLbwty8KyDJBzvFnA3AuQVZW/+48f8HgB1xrwY39Vo+7auF2HaZDzaOYtO8+MsZ/RslWSOCBJM6GYjAXXJ0tjNM1YOb8lSaZCFRJeJEzTIk4Smq0WTs0hiiLCKOTg4BBFUZZ7lFj4baqKLEsxTZPJZMJisSBJEjRd7FH6vR6aphEnyQqREUURi4XAcq/AZJZFuCQjbmxscHh4tFKIPoucmS8DNDc2NsiLgovzC2RZolFvEEcxLzz/PJ/4xCfZ2trCm3t0u12ef/4FLgYXJHHM1tZlPG/GeCxCJOfzOVEUomkajuMIdV+zSbvdFq85jpnP5yRJQlmWq93SV/J8VV0ocRyLCHFNIYpDvJlHSYnsFaRSwmikUcjbKNIAQ55QqQrIFUnhM1/kuM0Wk/ACI7VwDBdZkUmTHEXRidMFshxzfnZOu9nl1q2bbF3eYn9vj8ePn/Cp3/4UG+sbXN+5Qq1mMxpeoOmGAFBXrP5zB8Mhk8kEt+ny0ksvirTQxYKjo0MUVabVanPr9m0e3L/PZz/7WXq9HsPhULyWVATZHRwcMvZ85koX24RNW0ZVZQ6OT4hKjTKesd5xuXr1Lk+fPmV/f59Ot0u/1xfmOUnGqTui9X6WuJvl3Oka7I5SbrVV/NEJ9XoDTdeo1xuUVUUiGZhVQlEIA6efwRsXsajqZxWLVCbPfBynRpGXqIaKpEiMB1M0xcSwFdAkDMPm9CyAyGcymYAE9+7dJY4joijEWsZp53nO2dkZo/GYzc0Nmt06i3jKIp7ys9+1TloYuKbK4dERH/6MJ0iNnYyPvVPscS7Oz4UPxLYJC4XYE13ez30hZ2+qcW/N5Ke/tU7oB8RxzEe/Y53T8ZyWJSSlQakKGFgFB75Cfa2Loqg88YUnRgZ+4GbG45MRu2NJLORnFddciYO5oEbWlFKMDR2HX/6eNrtPTnnx9o5woMvycs4vTIlpJuLpnbpDXuTESczHv5DzYCRz98k5v/A3dNxGg2eu7ZalMArDlUz0F//GNq8+PKTjaAyHQ6pK7K7q9TrT2Ywf/h8f8GhWcKer85/fjui4TZK0IpMM9peH9sNRwTSooWIgy3PSIqEUciaoCqLUx9IddFMnzzKurTe41094Y5Dy3LrFWtMmSYQoYObNxVhIt5aZUwI6V5YCUX089MjmHomkrVR8ex4YzRa2UyFVCuYi4vZyN3WzrdCpicQERZXptDtMJlOhLHTqnJ4uqC93Rs949VTyMmG3JMtFCGajXkfTREUvyRJ1xyGKYpDg+OkxVVlSr9dX0mGAdru93NGKaJxn8n1D19FUlSxNaTZbQuqc5xweHGIu9x3PUh48zxMKznab8XiMZZqEYcja2hqyLDMaj3Fdl1a7Rc2ukS6LzEajsQRjFfS6XUzL4uzsVHRBlmDNj8a5UJt2u8iytOK8IIHvLzg/O8dxHJpNMRK3bJtOtyvkxX/ZO5R/XR5VVehvdbB0G6dh0+v32N/bRyplbLtJLuWkRUhVKeSoZHmJlGc4pkympHiRiKAGlbazhiHVqFk1tjqXKJdVc1UgFtbTGWdnZ1i2zfd87/fw+PFj7r9xn6OnJxiGRqPeoLe2yfnFgCDwieOIJ0+eEEUxV69epaKiXq+T5cKzIGtgNw2anTqyImFZgpGysbGO22wyn89RFYXZzGM2n1NafeRK43IfbFnH8xIyyUTNF/TX28v47ATTNBgMLuj1etQbIhTO84TiYzAYIKsSlqtjahY/8maZsS+xsyaMf5Is5tl5WfBj/+yIB6OUGy2Fj33n+jIjLOB2V2N3lHGzpeAaEpblilY+CKi7NvEiQ1dNNF1DNiqCNOBDvxPyYJCzZab8h9clbt64RhAG1Bo248mIfm+NdDneyvOcO3fFLsmPFkjIRKngeNuGQxAbFIrx59RcGZUuknAXC58ojvj4F4Xa61Zb5T/7epe92ZgSifvDhFyxkZWYNE2YLSaoVcbCB1XVefc/fcjS/MztrkrHValZde50Q3ZHGXf7JhstkRp8s5nwaFZysyXzd2/EmG6btabD3rFwXK+vr+MvFlxZb4kuFJE8K0nickYCQzZpNlvCrCZLDOcxu6Nne6GUw7MJNzV9dZjFSYSuG/R7PfI8Zzqb0TRldra3ubgYMB5PVofV2E95NC0okdgdZYwWCZRT4iTm6kaXe2tzXr+I2WpoqJRI8oCSDDAwZQ1dLZAViTiXMVQDx6k4fXpGlqf81HfWOT2NuHf18jIhN6Fed8jzbAVvOjs7W1bwPn7o8/HPZ+x5cK0u8aNvayC0OuIp85K61UKRdMJ5wke+rcHFNKbr6Evvk4JclcwXHkma0OkInHOeFwRBgLKMvVFkBcPQl+nEArZX5Dm1Wg1ZUZhNxSI+TdNVEnmjXscwTMqyZDYTfKQoijg7O2d9Yx3HccRoaymlF52XRBTFpOkFeS4AblUlcup0Qxc+D0ni4vxi6U/SiJfvRZYKnK8sSyRJwu7uLuvr6xRFIfC8ptjDbm/vcHZ2xksvvYiiqqtubzqdLgmkwiKhGzqLJQFS1VXsuoEk2ei6Qc0Wu77z8zMsy2ZtbQ3bsv6/3CdfXReKpECQzIX/QbNRVJlms8nF+QVOu0nLikApiFKVMHWX/PkFRVkIDbuaESYpi6hAQqFr6/TX1ghD4RReW1tj5InFXbfb5fDoEKdmEcw9dravcGljg/Pzc87Pz/ny62/w9PSc69evMxqNGY/HtNot7t69i2GaDIdDTs/OcGo1giCgUW+g6SqqrHF8eIxhGty4cZ3z8wuBFi5yWq0WZ+cXFHoTv9DZ6kDNqEhTnawqUfMZ65f6tFpNxuMJJyendLsdbt26xcHhIfW6WDgeHR3TbDZ56U0vic7IAE3XcNFQJJn1DZEwMLi4oNVssncyXFXqe9OC82lATRHv7Xu+boGfWmx2nJXzNE5iGk2H6cQjqXQaOihFiaWZ+Dk8GIwpKjiONMxmm3a7RZwkFFWOaZk8eXLAeDSm1++xs7Mt4tfLEku3qGiSBxnzeIwXDlEwUCptVcVea0A4GXA6nQrDmuGw7y1WGVa2ZXK7rfJgnPNc30LNAipZpt6oM89zbEsnWsTEqOzNxE8kAz/ydQ3IIUtK/tadik67R79h43kemq7zrr9aMckN7m40iOOEMIp4z6fO2fcqdpwxP/IWDz+t+NoX7gKiY12RCKtSoFwBRRUL2prj0G61uLt3zhvDhNtdnZpa/l/c4fP5HMepoWqqSOH1PIpS4Hx1Xcdtujw6vmCj7TA+OeRe3+b+MOFuz2CtaZMmiQgH1DR++h1r/MvdCwxTxrGmhGmBjIqr9DElk7y6QJGECVNVdOqORpYdkcQppq7SsmXhxm40iKII13UZT6YMFylaERIEIbVaDUWVMVot9r0BZQWPF6AoEne7CrujgttdDeKQyUhZqsIydEPBVnKKQqgLVU3Dn805GZ/TaDWYBWPSOBdMd0VG0zRUVSPPBdWxLEsUVSEMA2RF4fj4mFarvRLvaKqKZVnL5OsY27ZRFKEa830fx3EYjUZL7o9QaQqJb5skEWx2kZKci2j5ZWjmaDgkiZPV3xGEAVeubBMEAZ7nLf8dmfncw3Vdms0mtmWRpCmmqTPzZiSJQItvbV3iM595jGGYDIYD1tb6mKbIQzs9O6PIc4qyIPB9sjQVYbI1cVnkaYZlmktUgsNwNCRNE46ODrl8+fJfulP+X5unrEqSIiZKAxRUoiCh2Wziui6PHz+hv76OqiuEsY/HAtSSJCuQKJAlAU8yVYXSkFAVQTxzDBdN1bAswVGxLAtFVSjLgrIoiIIFM6kiCBZEYchi7nFpYw3HtsiLjCwJaTgW/W57hQUuCzGKuH//PpPxmGaziSrrKIVCsBCQsGvXr2GaJr4fsL+/x527dzk6OiaudBaSQ7uu0msoePOEeDGj49ZobVxjOpuymPsokoKuC8mu22ziOA6f++KrXO41uXHjBkmSiMNQ1ZiOprQ7LbrdLg2nwenJKbZtoS47sZYpc6ejsTvOuNPVaVkKsqzjecLVvL3eIs9zdF1jPJkwi3MuNS1+4Yslu+OA59ctfuqbG0iVTENRuWLnHAYKt3sqG12Lp09P2d7eZjqdcHJxxmK+oNfrcnlra3XwyrKEJuvUZJmiyinKmHk0ISlC6pbLh9+5zpODKdvrbXYPz9jqNrAt4fO4202W3ZVMGYnZiiSJkVq8nCN/4NNTHk4LbrVVPvQtLQxN5XZb5eE058UNhzVXXPw/9ttn7M0qbjTHvOfrQ5xaDUmS+Nk/StjzYm64cz76HeuksiEuMiSe+Ar/xWsqjyYZt3Yf8hNvb9BptZYHiiKoflnGbDplEQR4UcnamkMUhbzrazTmqcq6a6Mbhvj8LGfeQRCwsbEhjHxFsSxM6sw8YaR75bML3himXHVK3vsNNf7Lv3mDsBCd5Gwmxi+apvHo8SHDRcr/+iTn0STnalPnh1+2gZJSztCUFjJd8mqMLAuejGFaSBIEi5BmZ5PpsmI3DENI90cjPv6FjP35jOfXLH76W3dw6g6PT4e0lJKbbZmHk5LrDWhbCh/7zg3iUmXNtVn4AYvFQiyXZZ1Ws0ESDymKJe4gSvBmAWmekShzptMz5EJFznU6zT4SEo7jYJg6pqpTFiVB5DMLJ5RpxebmJeIkYj73liNHwWk3LI1CSplHCbpqEAcJpmVjmsJzcu3a1WXg6wEHBwfYtr3c+Yn95rNAxpotEMWyrGBZ5jJJ2IcKDNNA1VTyLBM48HqdrcuXV7LlRqPBxYUoInv97spXAoImWpQF7XYLRRE8IU1TqTfqpGnKbDoliiKSpcI1juJlQncsoG6VgMzleU673WRSzXj11dfY3Nz8is/Yr6oLRZJkNMUgSWKSRUan1adRrzOdTen3ekxGU/Rl+1vF0Oi41KQaiiFREDIPpkLiarmYRhs5NxmPxti1GgBn52eYpk6SicC1W3dvMh0MMEyLwyf7mKaFZdlcnJ1QcxwM3UKRFfy5x2hwQae/Rt1t4bpNRiPhKVFVVWQkdbu4DZeDg0O2t6+QJAnDwYDLl6+gaSoHBweEKfhaD02RuNTSmY5nhPMZN69fE9EVRY6ERJpkK+pjtFzAfej35zycwu22z3/974vomOOnx1QV1J06hm5BJa1GAL7v0+l2CPyAmlPjvd9QY56UbLTEARrFMa7bJIkF8lhTNQbDIa/8C5/HHlxrJewvlVCvn0dMw5SuYvDowT5/52ZJa2sTk5TQj5ElhYMnT/B9nyAM2dnZIc/zVSwJy4ymZ8vVuulCJeh3fjyhKFO8qUej2eBDn53z+rnM1YbPB94mU6vZfOTb+gy8CNeUmKewO1msxmPjIME0TTEOWnYxEz/DqAI+8I0uSaXSa5hMJjNmpcn+rFrujEqG8wi11iJLU/aWI7c9r2KelNR10BWIC5FW8GjyZ4vr84nPYj4X3gpVmNoUWRb5WL8/5+G04Pn1mJ/7t7bwkpKuY4AEjXodZakIE+5mCV03RExMlpGlKaqqcHl7i0UqcX84pqzgiS/j9rdYzOfUajVUtYbrNnjwYJd5mFBpNrqusjcRyrknMwlT30KVZmR5SlqFGHKdrCiQ5RRdNbCMGpqm4818fumfnvPGIGGnVvATbyvodDqM/YTHc7Ffe/0iYhaXvO//OOCNQcxzfZOPvXOT4/MptlzS6/YFLz4vSPMYKNE0VXRPukReZGiaRBimZHlOuZTBNto2QTkmqiJhqk1UzMREliGZJmRlQqUJb1RWJMSqR5rkPD3PsXSHbrtL6Au+UJzGLAYzYnyRcaaamIqNUsnIKFSU5LmIyO92BapXpJK3ODg4YGdneyXFj6KIW7du8bnPfU7ErkgSJycn2LbNaDhC01Qcx6HT6aAuaZmSJOHU68znHptbG1ycD5hNRMGWLOFfcSQgZFuXL6+W6VVVCQyw7yPJEkVVYJoGtm2JXdaSFTOditDVLEtRNJlqmQTt1EXn9JU+X1UXiiqr6JVF4IdsbqxhWzUx51xWLIvFgrX1dSRJ4uz0lDKR6Pc30XSFIJsDwrXsmE3qZgtN1lE66srodHx0TGN7i26nSxRHxGmEqmnMZlPuPPciYeCjqCqKptNpt9ENgyiKCPwF29euI8kqv/Vbn6LX63Ht2jU2NjaACsuy2Nvb5+DgAMuy6fa6on2XFQaDgTDS+RG5s0VWwNWuwcJbIOUp6/2eCKSrRFClaZgkabJssUMW8wVDP1kdmLuTnC/vHrC91qIsShoNEQlx8OSA7e0rovVutdjf36csxAfOX/i02i1UXzh819fXMU2TmTdDW0ovJ9MJ87jksQdFBY+nBdfbCvvTglsdlTKc8/rBEOSKS1fWoSzJUwmpkojiCG/mUavVuHbtGnXHIUlTcXgu5ZTV8kJRZAVdNWjYHfIiJy8S5FLjI59N2fPGq53HkzkM5xGyJDwETVNGUVW2GhY3W1P2pgXXmxLkc5Jozp2+xYPlYtmSc+apxPWNDSaTCUmS8pE/CHgw9jAUARS80VL4jdcK9j/3lOsNuNmS2ZuWXG/KtG2NwaIgW4pnkgJud3UejVOeX7e5tumi6Tq6pnF2fk6n3UaSZY4uJqv/p9fOQv7B/3bAw3HKDTfig9/cZOZ54E3Jy5w0zpau+QRF0zgezYmThO5ah0oqadk6N9sKDyc59/oWJilu02UxXxCEIRXgZxJBnFE3YbNpcqsd8nCSc72p0NHryJqOn3iYuoFWalj6GlmV4FgNdMWi1GucjOa8caFTInEYKFjNLqahY4chd3sGbwxF2GUYBNwfiAvmjUFMUuq0azpRGDGdzjCWSdt5WXE29dled0VScCw6ym7PZjSBg6djLLnAqplgxmRJSlWWlHJFpiRM4nPKqkCTDeIiIJbnKKpIdU7yBEmGkozAXxDHIRtrW9TrdYKBjxdPiKUFaZEgSzKWVsNPPQzNAkXi/PxcnDOqhmkagHDUi9Fcge/7K0bMsxDLZ2bKfr9Pu91mNpuSpsmycMuoEAbEhe/T7XSo2TVOnp5i6AaeN8cwDfH3lhUvvPACi4XPn4X1i8+2pmpkWSY6dyklLxIMLNrtFmmaraTRlm0RRAsyErxgSlbkrK+tCczHV3rG/iWc0/+/ecqyQpdM1IZBHMVEUYyuaYIVMJutZohZluHUHcIgpKrA0G1xEUjaMubBRkETmOA8Iy8y5nOfdruFPw8wdZM4SYjjCMN0GE8WjKce3mxGWVVcvbrD5qVLVFXF/uPH1Bot1tbXybMcy6nzp3/yp/zu7/4uly9v8fzzL9Bf63P79i3+6I/+GG35eiVZplarcXBwQJxmaJ0dglTCNmSyKEQrQm7dvIFIFvUYeHMyycQ1DRpug/FoRBgKxny3q3D3wSn3BzHPrdtstGocHR+xs72NaZor3HFZVSiaiJHYWN9Ypct2uh3mnkeapjiOQxRHNJstoiRmGmQYiCrfjKbc7Cg8Ghfc7Rv89Ds6HJ1PKSOfxychDUOiv9GhXqtTr7mcnpwy8SbkuWjjLcvCtiwsS8g7J9Mp9VwETqdpSqvZRNUEnEupFEy9RsPqcHjkL/OoxOdAAu72Ta5utJjNPS7Op1xZa1Kv19E0lXd9jYZa65JFQ/zSp5ILfvBNBXlRp1czeOWzvjAj/sl9fvSvaEyjjN1JQYW4HD78TTZyEvLePxQL88dz+Pg3GWRZQl2DOE2p2fYqruVOR+Mf/Xt32D085ep6h/lcLE1lVSXIpVV0R8vSuNPVuT9KuNOz2R1GK6aJ6XZpWiqLaEacRERJSr/bxw8CfvyTZ2LP0lH5xRs6klQxGU/5e3dyelvb2HJBkqW89uiIrV6DmRcwWsS4To1f+3LKw2nAC+sVH/imJqVqY5ISLHzsmoEUG9h2g7rToCxLBvOQYBHzQ594wsOxwZYlc7ujsTsRKixin1FYouk6v/y913h0dM71Sz2iOOZ2N+TBSIxNtSJiEYaEUUQcizDFvCz4yU9PeDDKuN2e8/63OQT+gjDIyPKCj/xBLMaNbZn/9K8URLkYAamKhGPqhHJOFIf42QytsojzgNJKIBMfDKHYksjJUdWMsJCo5AJJhjhOyNKMXBXfd+GwT/BjD00xcLUe8TRZAvcinHodf+Gj6Rq15R5UW2aXCQ+cT1mVRFEssAvXr2NZJkEo4vkXvk+jXl+holVVJQhCirJAUzWuXr3G3t4eVy5f5ujoGFVV+Y7v+Ha+8IUvkuX5KqAyz3LiOCbLcxRFQtUVZFVCqSRGoxFVKQrWoiwZDgbEZYRsFWiKjqLqSLIkuDZf4fNVdaFUZYWsKDQbjZXWut1qL3kAovVMUyHrMwwD27J5cP/BCqLzbBYq2Rq6Lq2q4jAKCXyfq9euMffmDAaDJf3PYDQc4Xke4/EYXdd505teorPMwcqylGgpC8yX3O6m6/LWt34DSZLwpS99mU984hNcunSJl156kfWNdaIwoihK8iwXzOk0Q2tdxs81oMIgRSti2s0mcZwI4I+i8BO/M+LhJOe5dZv3v7VGnMTUHBu36aIqKr/03Qan4wWb7RphGHLt6lUGg6FQ4Uiws3OVs/MzGo06tq3ScBsioypJxHtbVRimSRCKvcFsNuN9vz1c7VXe97JEt9flF75b53wcsLg45+ggwLQsfmFX49HE4UZL5oPbNbrtvkAAFwWaprO52RXZUbMZZSX8F512m6IomHkeYRhS6Q5FMRZjAlUEAOqKQRmrNHSF622ZR+OMuz2Nv/8mk7oOsiLz81/IuT9KuVYf8JPfrtNrmEimQ9OWOFr4FGpCVqaUcoGUxZxPW+xOno2/CnKlztX1Bvf6Hm8MEm61ZXY6KklocqOZsDeruN6UaJoShabh+wHv/dQFjxcSN1sKv/HX+7iGiDevqxXzxYLDiwkGGb/0Kjyc5NxoBrz/ZQdVlnn315lczEqev7nBu/75Ka8PYu72ddo1UezkZORVjqbqtFpt5gncX8biPxznHJ2LBFl/cMbtO7dpt9vESczf+ycP2Z3kXGt4/EcvGnTrJrKq/llHdB4iG2uU/pRCU7Etk6qETrNHWVQM5xnv/+eP2R1n3Gir7I1zSiSeRhq//o4mWZpQ1yqQJCxbBD1mWUbLEh4YSZL45e+5xtHFhO018ZqKUkSnhGFAs+lyPPTYHYnR4MNJgVprocUpDbfJIArYm8UioHNSMSsSKgRO2dQ16qYu0obzijxP0GolaClI1SpapFgab8uyxDBAU3Jm86n4LEopsiHoiyJ8cokYLguKLMIggMzEbTbJ0nQ5cqwYj8ZEUUSn02Y89rHtFp7nMRgOcF2XxWLO1tYWWZ5xenZGWRTUHAd/sViC4wRErNVqiYSA5fiyKAoWiwVZJtKGZVkmzwvG4zGj4YiyLJbLe6ECi6KIzc0NVF1eXrIavaZJWQiRjDCh6ihqRZAuKOUSqVzG/v8bH8pf/Oi6AAD5iwV2rSZwmdIzOWBDqLWCELfhipRgy2JnZ4dut8NoNEJRVeaeJ1haYSiWtlHMeDzmuefuCSd9o85sNiOOEtqtFvuzfRRFxrYb2LZgmOS5mG8PhoMVk2I6nZIXBYPBkH6/R6vV4m1ve5n5fM5rr7/OJz7xCdrtDtevXxPVjqoym3lY7U0StUbXkAnDBCObsn3tJoZpcHFxQRAEDOZiVFEsD4agqHPt6jZRFHFyckKn3aFer7MlSTx9eky328U0La5sX+Hk6YlQn1y+TMN1eXwy4rkbV0iTBE3XODsbsbEujJBZllJ3HNIs42wwW6F9749SVPsSmlKw+/oj5t6cWl3ItjPF5NFkRInE/qwiyBQOD4+YRTmXe22arYosTen3ehTL+fjMF3LNZlNkhn7os3P2PY/bHY0PfXNCv9/DNMSXZTEP+Pkv5uxNSm52NN79tSbNZpOxn3BwPlkGNsLeHH7gf36KqUjEecXdNZ2/81JFXgo4WFrG6KaMFsbcaApI1M2OTttWkRWZn/zmBhdTj6alkKcZvbUOP/UtEcN5jKOJmb+lmMSVyuNFsNyX5ISBT7ZIeXI6xJBKfvW+6FputFT2JvnyfSlp9i+x5tpLr8IFnjfnvW+1yfUW/bqJqqiEaUCQzMmTAscSir2WpawYNs9v2PzyHwmI1q22zUdv5AwHQ0ZBwu4kX3VTeZZCqVDXLZ5bt3l9yTS51KnzNPJot9srRPZ4POanP7tYxdoA7E9yMSIchlwyUowywjKlpVlVEibePGI2myEBM09gH2aeh7bcMWRZhmHrGJWBXMmMxxMcbdntjDOeWzdp1xVIbCazCUUVcr1dsT+RuO6CY6VUUgO10pCUkqwoqCQZRVIwzQqrVpFEIhV4GZNOnhdUlWCZKIqMokNULggufAo5JVWCFUpYAjRFQy11qFQM1SZBxNC3Ox3S5ahtOBzRX+sjyTKKoqwMyZ12h6Ojw1VCwDMEdLJU1oVhKOJffH95mahL/EBFVmRMpxNhZPSEkTEMQ/b29ri4uODNb37z0nApQlxXXpo4Jo5zqrJC1QpCYjRNQ1NVZEmmLCtsw0HVNNIkxTCsZWH3by6Uv/B5xpcOgmB1qy8WC5xaTUTWL8lk4yVH2fd9Op3OMlbEwHHqTCYT1KpiY2ONsix5+vSU23du4zabgg8eR3R7XR48eMDR0RH1ep2GK8ZrtjdFAAAgAElEQVQB9UaDMIyoNxzKomQ4GGJZFkmaEC/zlIoi5+DgkF6vS7vTpt1p87aXX2YwGLC7+5Avf/lVkkSAdMKkJDZaXOnojOYZRjpmY0N8uATaVLisN1oOd/s+bwxi7vUMmqZEEqeUeUWR58znc9GdZSn9/ppY+I+GrPXX6PW6qFOV6cwTkSHTnBvNCa98a5dup83169c5Oz2l3+8LD4HvY1kWG+0aN9sZjyY5N1oKUhrwJw8eUOQFm5fXaHZdRmcTwmDM1brOE1/iRlNGLWI+/McxjyYFt7sZr7yji9t08YOA49Eca0lXFEqmJwSFzP7MWfkn9k8GKxnm2cTHalg8mojZ/N4kIywdPvapC+6PUu52dW61hZy4RByIYS5OxfuDlDDUUC2FAuHqr9ScJIv5vssF/31psTtK+eDvz/nAN9bx53NaNQnXdZhNE7JEMDDuXt3k/OICpIosy+k3LG61Yh5OC+50dKo45BfvKzyallx1ZR574mDfn+bc6uo8HIsY+YYh9mBZnmFbNooqmCDtuommGhRlwSKcEqYh/kKnvS6knhXw419rojcEn/37/4cjSiQRDaPaqFVKnORsuzqHXsqdjsaltkGv12OxWPChb2mTyRtoRbyCTpVlyWAgfCxBIfH4z10mMnCvb/Leb7C48GBweIYf6LhunTSM6HT7KIpwyKdJSqPRYDgcUl8m4kpLjO7Z+RlWzSAOU0zdEmNMRean3tHkeDai5SaczJ4goZAkBWpD4h9+U04QatQrGXAg1bAMmyLPyZIUW7FI1RFZWRIvRR3PXjdUaLrAT8uyJMibsoqiyeRJTqlmZFkmupkKVEXDrBx0ajRaLlIlgyG4QYoik6QixuXKzmVmsxmPHz9eLeBVVaXdanHjxg3cZoMojkXRtNZnNBphWhYXF4OVlFpVtZUiTJLBdRtQiZTxg4NDVE3l0cNHHB4eAjCbzdja2sK2a8RJgmEY1Go1nHp9lX0HUC5jXPIsIwgDdF2nZjSoSRWjcERByWQ6xTLNr/iM/aq6UIpSzEifdSftdofpdILv+6RpSrvTEbwSWWa+8ERml79g5nmsr60zGA5ECKAkuOFPj0/QNJ1upwsSTMZjgjBkOBgSJzG3bt2i0+kwGAwIw5AojHg4esjmpUuURcF8vhDESD9AliUxp81S0jQjSQSS1qnVCEOhUnn55bcuL7ETzs/PkTWTVj0lzzXKeIFjKksJs8nTk6cgSdTa68jxgn/wYoXT3sYgxrBkfH/BYu7T6/VotducnZ6Sphmu26DVanJxccFkOkGWZMGsziUezQYr5sc0zMnSM5RlZtPp2TlxpbHRapDloiX/6LevkcoGx0fHfPlLX0ZVVa5fv0atYTMZC8Xc1Z1tfvWFOq89OiQYXzDyezyaFKsE3tcfHWNKGb/2QOfAl9muSbzvrV0uX77MYj7HDwLuXKTsjjPu9S02W0Ln/+OfPOPAl7ndFTHzDwYi4VZVlZVn5sEo5Tf/ppBk/tqXU+4PEqG8ygUffrPZYJpE5JIYsxQV/KPXLQ4WCs8yaR+MUqZBjqVqZClMxxGmYdFutzm/OBNFSgVZKqSdiiLzyju6nE0WXN3s8fDonEdTEeT4eFZyvaWyP8u52VZ53zdYDD3ou0tzmQRpmgEV3nyOZDrYeYFtaqRFQpD6fPwzMvvjktudC37xu23Oxwt0TcY14exkyNU6opsA3vPP9vmhr+0xTw3+46+R2XBNblzqMvM8FguftY0Nglxm3Va5OD9nvljw+HSAViRcurTJjRvX8TyPF5eRNHd7Ju/5ph6eN4cK7u5sMr94ShTG9LpdvPmIJIp4eP817r34ZnTDEHTHvKAqy1VA5aPjC6Q0wFFtvMmcueSzdekSqqax8Gao8pxpkCABumoiFzX01MKoDMhSZEUl9BKuXt+i7rjIkkwUh5yenJHrBWE6Js0K8qJYcUyopFUunCar1C0XU6lBKVNIMrouk5cJaV6iKQoGNu1an6bTYXghuEmGYSxNzVMGgyGKojAYXlAqOeglumTiWA1URRSrDbdBqRQkiHiZyWS8iqfv93ukacr2tlA0Pjl4snLeC/a7wByrqoosSbztbS+zWCwYj8d8+tOfptfr0ev1loGbNpZlYpoWui72OIqqoqoauq5TlKUwfmYZWZaLMMhK+GkUVWUyHv8/nqn/9+er6kKJo5jT01N0XaPT7eL7YtH89OiIqztXqdcdanaN+cLDtA0mkzFlUdHudJjPPYo8p7VURpyenKIvwxbncwGzGY/HXFxcsHlpk3ZnhyRJxQKvKqk5NdrtFuPxmNOTU+I4Zmdnm3q9DpLEdDKh3zeE031ZYdQbDabT6VIRUkNRVAxDLJ2tZh9JVgjHp/hjmaoouHTvziqDJ80yfu7zGXuzR9xwJT78bX16LYfJNGExD1nrb6BrBlmWE4URmq7jOHUWi/nKxPWMICfLErZp8sJ6jVfPA263Rbii23DxA58gCPng7005DBVuNGf8Jy+UmLpOu93hvf/7IQ+GKVfsDj/xtjr1Rp3RaIyXVKw36yRpwvDJiDXXQWlfZ+vyFrd3d3kwTNi2C+oayHaHw0BwQI5CFdl2MQydRNepVRUfeLtJodqoech4MiEqFA4CZcndKPj172qLw6dIqPJwFaF+b81EyQI2WjU+8teaBKXMBz95zKNZuUpItowaRZWQkhJlGk8WCs8MhxJwqyVMdYqikKW5YHO7pug2y4Kiyqm7NYYXY5I4EawM3aCmVJyfneHqEtebEnuzilttkc5cVVCWBWEYYCsVs7jgyjJROc8yFE3jI38Qsjfzud1R+ZV/xyYpQsZhwv5YXgZA5vzQ//KYx7OCe32d975VhH5++Luu8v3/+ODPJMqLnP/pjRmPZzkvbjr80vcKEFyap/zgP9kVnPquzg/eSfnVN5Yigq7Or9x2Vuqlj71zg3lcoVUx7/7kGbvjjOuuxPtfFsvrMIwZBznkBYE/x222kBWVKIxIkoSiLITwQFV5z6cueDjJeWHd5pe+d4twkaDIItywKArKEjRVCAsEryiHykerZCzNYeRNsWom7V6TuuNiahZIErKs0OmkpIOETAopiaESqAVN0ZAlZYkMKLE0G9dqY6o1wkWEZpokWYRrdgljwQuxJZe1zgZJlOHUHPK8YDYZE4UhRZlg1xVyLSMsp4RJgK7pGJJNGRW4dpssE0VjUomlv1OrkUg5EhBGEYqi0mzay+9zjCIrbG5uUAF5lpFm2RJXnBEEgl20WCy4dfsWbsNlMLhgMpkIQmSaLD9XoggS3Z4QejSbTTY2Nuiv9cW0JI7xZp5IIa4q/IVPu9P5i47Tv/D5qrpQNE0VsddpyuHhIYZuLGWfYrGsL6Wamq5TVSVVBZ1uV3hNbAvdMJjPF8y9Oa7bWDm/z87PhHxX17h97yaNZXCkogp9OQj0p2WaGKZJs+niedIqNVeSJMZlteJpd7tdTk5OcN0mtmXTvdKlKivG4zGz2ZTxzCexL9FrGtR6Pc5PjljMJnzpS1+i3WnjNlyMeoe92enK+7BISrLTExoNl3arw2K+IMszpmHOdDblypUrOLUa5tKlb5om6jJfTFU1wijifW91CAuXpikkkhJCXaXX2xyFQnG0NyuxWz1qSsXnvvAqD4am4KlHKqcBIE35mX8Z8cSXuepM+dG3CGRyw61TFCWvPjzgBy57qHddLrXrNJsuC9/nejNif1bx4qaDXiYcHz+l1WzSarU4Oj6mLH0MQ4xqWs0md3YPeDBKhWIoT4hLFVOTcRsur3xrzmAW0nF05GWSrG4YnJ6N2JuVKw+K6fYp0ykNtUWcx0iRxZ+nT7/76y3evFkjjEJQJGFWU2Q8z1tJndNMOPzDMKRea9BtCkHGPC5p1lTSLOVv300xdANJkvmRT0dUwN6swosrfuP1gn3P586fPuSj377GYuFT722uXufDcc7h+QRDCWiqEjeasD+D622NvaW35Y1ByqODBV//5ufIspzrLY39acaOq9G1QvZn+ZKO6PPg8QmXey6FbPNgNFuSGlMSo8nDyWzVOT45HeJo4jMrSVAzDKaxiLsvkdifwyTMMC2bX9/VOXp9xo2myo99TYHb7gr1oGlyfnYm0CNVxdl4zsNJRllJvHYecnQucrhkSaLVapFmGUke40888gqKskJSKhQLJLOgzEo6vRZpEeO6LrqqL/G9FbKkYFs1irSiTDTSKEc1QS4VDKmGoVrkZUZe5FiKg2O4qLJGqUtUBeRpSZmrdGyXwPfpra+TxhmBH5KmyTKfrETTY9b6UFQxfpKjFAAqSZYSFDnoFdk8Q0Moq/Igp7/ew9QsHENmOp1imtYKdFVVEEURV65cxjCEpyjNE5KZCKK8efMmx0+f8pnf+wwAmxub2DWbRqOOqmnU7Nqf5fHlOVmaslj4qKrCfL5gMBjw8OFDvvgnX6Rm17h58yaXr1ymZxgkcUKW5yzmf57e/q9+vqouFFmRqLVkQi9H1zQBxep2OD07o9VsUZYiaC3Pc+bzBXGccHpyysJfUE8cWDKhoyii5tQ4Oz0ljhNkRebKlSuoqoJpWsjIK1NaURaUeYmsKAievb4iwVVVhed5hGFEkiasra0JfkSasra+xoMHD7hx8wZFUTCdTBkOhwyGI9T2DsgldTPhYiYjUXHjxg0m0wmj4YjZdMbVa1e53VbZneTc6hpoRUyOCBhMkgRV03jXJ094NBHu7/cqJ1y6dAmn5rC2tsZwOCQIfGo1gQDVNBW3UQfPoyw1dE1nMpmyvb2NPJ3y/IbNa2chN9sKO+sdnh4/pQzn7NR1DnwFU5X5wL+IuFKrOA6llaFOddqYSsHp6Tk/+/mUg4XEzVaNj3/XBmmSsPAXJHHCDz9X0d3aplPTCcOI3cMTwY6p13EbDaaeR1iqbLZbVBX8wndd5vHJgM1Ogx//5BmPZiXPrZn85NsFL3utaS/19yJWYzqbse7WuNlaiP1GTwQ3poqNLhlUSYjTULnTy9kdllgqfOwPI240Yz70LWJUKiI8VNIsww8CFFkFORFdXC5TR6HmOLz3UwNeXxr4sjzj4aTiXh9+9p1r3Go/XSq7xHjsmdx5d5Si2E00fU4YRdxqqzya5Dy/bnPr8jpJFnN2dsqPviXF7V+iDD0RGz9K2alXXN3oMhxNmSQKP/CmLoZScLleEsU+t7sqD0c5t9oqahHzx6+ecanT4F7P4I1hyu2uRt8oVuyWW22VtqOCUlEpNpGk0qzZ+EXMzZbCo2nBdVeiY6tM6HIcRZSI2H+92UMtU4bDoUBixzFJnCDLEjWl4lZb4+Hy57q62WU0gvOzc87OzwUcShWjHslQKKpK7BIwUHOTIilRNQVJMajZDkVRIsviO6sqCrOpJ+LhZZs7156jpEDT9aVvQyYvRKd5dnZKJKcE/pSqFJddo9GgXq8jyRKO2SBPCkajMYau02i4IJXIioWizyirCBkZV1YoS3BNhWmQMFqE+NWcmipRN1wkZJqNNkVSgQaVVNBw6wwvhuiahttoIMmC82PbNnmeI8mI777rkMcFZ2fnfOb3PsNsNuPtb38bnU57KV2u8H2f8/MzLi4u6PXEJa4vIWtra31a7Tbb21dQFIWF73Pw5IDXX3+NL37xi2xvb3Pz1k0xzl+Vzv/vz1fVhVKWJWUZoVsquuyQZTlxHLGzs8N0MiGKIkxToH4VRaVWq6FpGpPphGoJ2snzgjRLmU6nVEC73ULTNDbW16lAoDsdc2Xmk5DI8hxpOa9N0pSaUyOaTDg/v6DdblFzRLKvIisUeUG71WI2m6FqGl947SFbPZdetwuShNnexJdUOvaUia+SpxZkEUhi99Hrdrm4GHB0eMT3rcX8t1mT3WHCz/xhySvv6NFuNSnLikfHF2IxWwlpqp/JTMYTirzAtEwaboPz8/NVbH6ayrSXZsxms4kiKxwdHRJFIZIk8co7epxMptSNkoPDAw6fHNFst/iZr73FyXDKP/zUhAqJ40ASstKpOJjMKsHzAs5nAQe+6GYezUomfkq3bqJpGrNyhm2ZWGSkucSPfeqCvUnFdTfgg9+o0Ww2+fnfHbM7nvBcP+RH3iyjKgrdusnxYLqq5t+4iInKDnVbIYoiNMMgkXXiZYrrcDjk3V9nUmo2yXxMHKfMooLCn2HbFp1Oh1/+XptXD6a867cny46sYpGAUpbU6g6q08SsMtIkxQ8DwljnN/e7PPFkbjRl3tfPeWPwzCEuEmxFF5FwNg3Jn428igo5T8WiflZy3ZU53nuDn/18xoHvcaut8N98zwa9hkmWZVBK5GnJ1e1tJpMJ08mEV/7aJXYPhAkOzeLEB2SVy42SjY6L4zhcXJzzwW9Mmfg5pD4f/pzPE9/gVivn/W+vM16oqHmIpjl87J0bnAw8bK2gVDKyKuMnf3fBo9EYU5MJ05JbLZlf+Y4mtpTTarfJ8yF3e/rKKW/mgnXSW9sUgZi+T5bloogZDXn/yz7zBGzLFNW6YdJqtbBME9d1idMIa26TlBJaJaHJBoqkEnkJ9bpNlIhYdt8LKMuApusuaYnRUrqvIVsKa2vrfOlLX+L27dtCjl4KWuTNmzdZeAu8mUez2WI6nZIkyfKsEMWjbdmMJ0KiXrNtkjTBtCSyck5VJahKHUNrkeU+YTRClaFp68hIeFGOIi35KqpB03UZjoZISoWkQJGJ8bjbcPncZ36H9Y1NJFlhNLhA01SyLEPRxf5jPB7z+c9/Ac/zeMtb3iJG57MZlmURhgIxvr2zw9yboygKRVlyenqKv/AJw5Ca41B3BFLCcWq89KYXuffcPZ4eP+Xho4f81id/C9d1uXv3zld8xn5FF4okSU3gvwKeR1xXfxv4t4G/DqTAPvC3qqqaSZK0g2DC7y7/+DM0MJIkfRrYgKVAHL69qqqBJEkG8N8BbwHGwL9bVdXB8s/8APD+5e9/paqq31z++lUET74NfBH4D6qqSv9VP8f/Sd6bRsuSlnW+vzfmiJzHPZ55nzpDnSqkCkVUwCoUWF5tWV6nZa+mB1u7HRBEGigGUaAEnJicWrr13tWr++ptbUXtFi20cWiQYqgC6ox7OGefPeacGTnEHHE/vFlJ4YC17vLLvcanvWNn5t55Tka87/M8///vr6qSLqqYJmpmoioaaSoxFYVCkZWVFQ4OD+l0OqiqxqlTJyUNtN7A82ay3VDIYzs2g3nOdD6fx/c8Do+OCINg/nrBPLUtRZBRLDhEsaxG8vk8YRSyur5Mo7ZEmqR0e13CMKBULmGaJvsHBwyGQ37hqsrNvsG5osebv3bAJEjxtByO2SFlzMRbxo49Vk+vY5k2o8GIIAxZP7FOmma8/o9b7I7lNPd6N2KWKCSdDpquU81pXG5aXG/7nCsr5DWJ5A4Cn9lsKo2IlsxJieME05QY+CiKyNJUfhiLRe7s7qLlythaxErDZjQYc3hwRLFU4lc3LbYe3+aEE3OupLHjwqW6waPf2KQ39tESn76XEIwnWKScKQhuu7BREiTTAcdTMHRdVg9LS4ynUx79aJdbvQiQO97WyGMcCW71ZNvmatsnUmsMJxPyfsCppSYX6jE3uiHnSgIjC3DHAcvLy7z6w7e51Yul3PghOdw0LQtdV3Ejh/c8HnKt5XEqr/B95waomsrSksGKA+fKGjvDmMtNCz31yBSF9zwecL19l/NVlXe8pMG7P+mzNRRkqIBcfCZj94sE5qqG5wfsz1TuqWmYusHOWF5g227G+z6XsjeFE07KvzrrsddOuDPOkyJbXZubWwzyxjy2VbZtB0OX7tinbClsbm7xoZsmtycBZ8pDfuiraqwVYaleQ1UUup0uvf6AaaTQKBiMyHNnMlrMV0Zewol6kTC0ZL+9UMSbzkBINVSQWGx2RyQZTEMpLd0cyqpvNhszOuxiEfH655ls7hyyWiszdl16nTaFQomhgP2uSz0v55XDwZCZN+O9T6Zsj+DKks37/skp4jii1WrN8ToJtVKDOIkJwhBd1eh1++RzeUkJngtmZjNvHuiWUK1IHPzTnqvZfBP0dB5SFEmhQ6VSwbIssgxWV1fnQ2udQlEagf35fCEKQ+45f37BR6tWKgRRjzgVGHoT02hiaHkCMSFNBVHSJ01DHF3gGHWSKI+mGARBiOu6sq01DYiTiHarSxLHOE4ORShsb96iXK4wHbsL0YJl2wwHA4rlChcvXuTo6JDnPvBcDg8OOD5uUSoW0XVjMeMqlYqEYUSz2cSxbdIsk8F44wkHh4ekaYqh6xQKBRkiBjz09Q8xHo/5kz/9E65evfpslgng2Vco7wc+kmXZt89z5R3gMeCRLMtiIcR7kBG+b5g/fjvLsq/4O17rn2ZZ9um/du57gUGWZRtCiO8G3gN8lxCiCrwNGT+cAZ8RQvxelmWD+WPem2XZbwghfmX+Gr/85d5ElgnyzhKmZjMaTBEqnDixzu7duzIdT1FYW13l+LgFAp66epVyqcTa2hq5XB5d1+n1+vT7fRqNBpqmMnJHrKysyKCn0CfNEsIgZOSOyJKMNPJJ4ohqfYl6pcR04iIsFU1YdFqH6LqJZeiksUYcBBwfHZMkMbWVk9z62G0pIXXh1l6XQuMkpB3SpEUYVmQqouNTKOUxVJPQD5lMp9i2zd3WkLuTL/b7152YoiFQ1By9aUg97/DulzqMghQ8lxMnTzAcDHHnH9wszVhdW2U6mWAYEn45GknfQBCECDFl5vs8+okZdyY+l5sGr32eYNQbs7TUJFIsNgeSiXV3pvLBl5ZQgLV6kdFwiKEovPMTMzYHCeered74fBvnOIWxh27okshaqaAoCsYcMb590OFm94vv6ULdpGKrlIoW96/m+fzRhI2Sws99fCBbXE2Ldy7BO19SZxxkKKFMllxaWmLnoCPlwhnc6EUcTQV1XcYf92cxrVaPa22JDLk7VbEqDVpDj729J/g/dgvsznQuNize/4oz9Ho9etOIa+3BwnS3P4rZHn2xWaAIOcBvlhy+91JImmr88udC7k4VTjgxr1yf0ro7lRLqseBMSeH2SJACB57KuYv3UXZUfv7mLbwYTE1w/uQSZ06fIUliNjc3WVlb440fOeJ6V+Oeisq31LvcmdiyvTgIKVsZBcfi6PAIyMgXirz3iZQbXZ9LjZj3fesZLjUDrrd9LjVMVsp5arWqHO4mMXGWklkFqrZGEAXUdGnOvDVIMFUIYrhvxeH0So0f/K9dtt0Z58sKb3oBPHD/vYRRSBzFrKydoLGywms+vMvVts/lZswHXrFELpdj4KXs/NnNBePr449/hrKt0WguUcg5dLvd+WwhQ80EmlAoF4sIVSFRHfI5GI9GJHFKPl9E1WQ1Opt5lEpFif/f7PHUU0+hKApbW9toc5rweDzmc597EtcdUalKI+F0OuFgf3/B0xqOhsRxTKvVmhOby0ynHlGskMufxjRyqKpJlqboep6idprxDGazQzRVwTLyZHqF4cCV70GRhunPfvaz+L5PsVjEsuSsZHl9ncZc1htHMfVGc46+T/GDgKA35N4r99Ltdhm7Lo6TI45jJpMJyyvLc/qxjJGO4khmC2UyFuNpdeby0hKzubHUNE16/T5jd0wYBlSrNb76+c9nf2/vy91Wv+T4excUIUQReBHwL+RNOQuRVckfP+NhfwV8+7P+rX/z+FbgJ+Zf/xbwC0JyuF8GPJZlWX/+tzwGvFwI8RvAw8D3zJ/zf86f/2UXFMnfKTEZT8jlcji2TbvTkbypLKXX7WLbDoWC5FxJhUREt9ej0+lQLleYTL84B7Esk2BuRhKKwM6bhHGAZtiM3BE5J4/bm6EbBt50LMtVVWXr+g3WT55i0O9JDHYuhzsaYlkOZy9cwjQMXHfM5abFtbbPmSKUG2uoZoyuTYhTizCsYccT7KKDJnTG7oSpN0U3VTq9Nj/78SlpJm++99R0fvLrKtQbdV7565/l9lhI9/rX5Lnv3svcuHlzgXTRNQ3bsgijiIODg3k8bINcPo+aq1I2MkrFIlEcc9gbc2eifHHwu+Nyz8klCsUC+XyBs4UxO2OZWljSZYStZZqMVZU7Rz02Bwopgq1Byv4o5lpLRuxe74QIq46qqrRaLVZWVkjTlNMrNS41JlzvhJwpwmuuxDi5Ile393j1/SWU56/i+T4/8If9BROq7fqs14voWsQ00xmNRhweHqKqKvc842b4I//jmI2SJAzvTlXWTDhfUdkapJwtwi8/4bPjCtadCnszuVDc7Hhc29nHNE3WawUu1Mbc6slW3oWlPPdUJKH4Ut3gh5+Xo3Xc4fUfOWJ3onCqINidSCT9vqexeuYkS2WbX/tKGzeQiYr/9jdvcKMbct9KjhPNEu2xjy9JM/gxuEEm82w6LrV6ncOuu5BE3xoknHv+WU4d9dkZy4XpXR875s1fm5eKt0KVRLO50Q0X5tNIsfjpl6/ghhmD/oAwCul0Ozg5m8RL+YH/+yZbg5TzVY0fuhSRcxze/lCVcZhRtjV6k5DVap79zmBhdNwapkxjwWqpQBgFHO0foxsmx4PZovV3vR3gZzr1vEHOgftWc3zhcMqlpkk83iVWKwx6bVpH+zI8S1FZXl3jYO8uTi5HnCS89wsaO5MOG0V47f1yx90+OkTTDexCmWKxSJIk7N7dxbYtlpaW6PX7aKpGEAQoioJpmURRxPnz9zAej9nv7EtsSRRRLkuxTBDIAfx4MqFaqc59bBJXL0O7FMik0EZTdDI0NKWBqgzIshBFWESxrBAMXWd7Z5ujwyMuX75EqVxCtaTE3HAkFDIJU2wtR5pk0seiGSRxzPkLl3jyc5/n1s1bBGHA/v4+5UqF5ZVlORMSyoJwHPgBURgy8ANyOWdeFWUyqbFUIp5nwFi2TRRFnDx5km6nS6fTIY5jlpaXn/WN/NlUKGeBDvDrQojnAJ8BXp1l2TMRlP8K+M1nfH9GCPEE4AJvybLsL57xs18XQiTAbyNbWBmwBuwBzCueEbQwpoYAACAASURBVFB75vn5sT8/VwOGWZbFf+38lz3iOOJg/4D1Ofa805XZJf1+H0VRKOTzHLdaUn+tKORzOU6fOU0hX8Adu9y4foNcLsfG+Q2JHYnCBeeqXq8xiyYkScyg7ZJ3CiiKQrW+RLVe53BvF9OyFxpwy3JQ1RGVqkS/NJaWcZwc1UqVOIlpmCbvfAlc29nHcCpotsNaNWISFOm6GnqqUjDkh7bT6mJYBk7ZICEizDRuz6sTBXjD15QQImUcCnlzmSt1IsUky2AynpCmyQLDbZpSTpylGaZlMnJHPPKYNANeWbL55e+soxsGZVvlUsPgeifkhBWyXi9SKBZRhODu3bsoqoBMXgiGbRJHIUetY24fdjGzmHOlPDsu3FPTKIuAjYrK1iDhfEWlmjPY740o5SQKRtU0NFXlTS+w8dMizaLFzPd565902RqqnMqNeM1zXGq1CpebFk+1fJIMPvjpKT//T+oSqZMk3HPPBTTD4E7P4z/80yIfffwpfvKTERmCrREIocmqIDB4z/ME9XoT1x3z2o95JBnsTr9YIW1UVN77Vy6359G0j3yNg5FfIvNcOpOQ1z5XoTX0sZSAn/1Ln52xSjZXie2O4ULD4lbX51xJoMVThJKjN/UpWQrTic+7XroEVoFm0ZbS2TTgfEWZZ71r+KMuh8fH7B71WG+UWK8XudyYcq0TcrlhslYr8D2nD/ipL9gL5VVm5Hj3n3e5NbjLRklwz1xCfalukkwHhFHET3y0I1llFYXXPAfUkcCNEzYHGWkm2OzH2JUGS2XJqDLSEEUxKFkqe12XRsHgctPgWjvkfEXBTKcyZz2KqFWr9PsDSoVoziWTCaB5TbbMhCL4le+8yPWdfcqmoN89vWglW5ZNoVgC4Ohwn4xMDtW1HDuT8aKanyYqqpKgaDq5xjplx5Atr1KJ1ZUVut0uvX5vLkBZJstSPN+X6Z/d7uJ+EIYhq2urOI5D4EvzcblS4eDggKXSEq47QlFU8rm8XEiElHsriiq/JyMMfcJoRpalgEWWypZSFEU8+cSTFItFHn74IRRVoTtsoWgpcRYRBwaKr6LpJqqlUCoV2bpxHXPehnZyeR584AHu7u0TxzE3bt7k4sWLnD1zhoODQ1qtFtVKBd+XZlHDNCUmSQhK5bKsOqOIbqcj70e2xdh10XR9vhAlnD4jZ8vpP3BiowY8ALwqy7JPCiHeD7wReCuAEOLNQAz85/njj4CTWZb1hBAPAr8rhLg3yzIX2e46EEIUkAvKP0POTgR/88j+X5z/G4cQ4vuB7wdYXl5G1w05CIxjioWCdLAXihSLBUajEZZlYVs2nfGE5eVlnHnMZ6/b5dy5s3NjoZSs9vv9xc4+yyAJM4bd8bz/qZLEMbrt4PsB1cYyjWaTwA84bh0ThCGnNy4szEadTpeVtTVGo5HM9jAMBv0Bpl0kMxxO1EFDoFMjSQRFXMqVMpqq4o5dyrUSXpIQRSmOChef0afP6xnuZEx8uLnYlV+oG5QthRs3rs+lzWDZFqEwqRsZTs6Z56UkzFKNG11XMp1aHlt3jynZcrD4M9+0xmc+f5MsnFFonEaIlLt390iNnES5I+N/hVVAF2Pe/NgRu1OT89Ucr3kAQr2MHQ3JOQXe+bCNsIsQTHjjHx+zOUi5UNP4wCvOMptOGY5GmIZB3ZFmrOEslkmMCHZnGq2hSyGf5/vvU3l1S34grrY8DrsuG+sy3hhF4Zv/w1VmMTi64AMPW1xuKNzohpyvqKRZxvYwZaMi/T7JbMRKpcDlZsZTLX/xIRPAv7hi8aa/mAGw5Wbst12c7oBfuq6xO3U5nU9569eVydeWuPPpnS/5gFqa4D0vazIOMnJqytHxMY9+YjY3aFq8/aGqHJbmjLnhDtzRiF/89vN4qYqZBtza3OYNf3jI5jDhyhL8yndd5K1fN2XnsMtq1eDzN++wXCtzMjfj7kzjcsMAFCnGQEIlP/x9l1GAqiOp2W3XY7N/tJijDBQfW/NIRMjpcpU7Q50LdZ1aTluw1hzHQSgKjzwmhR4X6zrv/7YzdEY+waBF4I0RWcLR3i6FQgnPm7LT7xIGRciQYpV59rqqaZSKRYw0oNubohs2BSePmdNRVEG12IBM4IVShr+8vEwQhotMmwsNi5MrBXL5PD/6+7tsfqovvTrftoGmyZwRVVWxbBvDkNks4/F4nrw4o1qpkiFVXYHvY5qm9MokCTNvJjOBCkVK5dI8iydjd3eXYrHI8vKy5MjNOV9BOGPqHTHzj4iTBJGUmUURt3fucHx8zIULF6jVa4wnE9I0JUlTNEVFVwSOkWPQ6TObdOjrbTYuXgIk2WL/zm3cfolSucKFC9I8/eSTT/Kpxz+FIhSqtSp7e3sIoNlsMplMJSpGN5hO5Myn2WwSRxGD4VAauUdjPG9Go9lAILAsi6PDwzmG6R/WKb8P7GdZ9sn597+FXFCeHph/M/CSeaVBlmUBEMy//owQYhu4B/h0lmUH8/NjIcR/Ab4KuaDsAyeAfSGEBpSQmZ/7wNc/429ZBz4GdIGyEEKbVynrwOHf9sdnWfarwK8C3HvvvZllW1TKFdodiY6wbYtGvUG318N1XZycw3A0JJdzsCzZEhu7Y2q1KpVKVd7whWBvf59CPs/Um0hvS+Sj6TqOnUNT5OBPUzWJN8gy1DnRuNfrEccJcvcih8vdbodisUS702Y2nWKYJqPhCDdSCPU8p2uQpGOSzKAzMTDSCXlLwzRMur0uZBn97hBFhSRTGI8mvOPhZVSnRDYb0el1MHM6qR7yyEMao7HGqXqNUqmMHYacOXOaXn/I2//SZXemsVHV+IVXnCFNpFJNU9XFTvZcSVC2NbkzNXQO9w+JJkN+o73E9tVDzpbgletTLl5c477VKV84nHK+ojLrtdjaa7M7dRboj/c9qbI97HG2kPHT31RAZJB4Lt3pPI42k8P2W7tHrNUKnDxxgr29PaIowrZtTjbLXKhP54RanQunVzENg7Jpcm8z5lon4HQ+pX+8z58fHoI/Yd9Nmc3r2lmUsTcIeP1XOgSigO97FAxBvrbCm//7Dq//XwmX6go//U0FHv1Gh627x/z6TYVrbZ+Nikpef+YSIXjOc+4jiRPufHqTDLg9UZlEGU01maPiv4j68OOM3iRgqeQA4FSXudE7WLTqDnouy0mCN/OoVOUsKYoiCvk8+SxjOPBwg4TNIdK30fJ4/PM3yKspl8+d4C0f7XC1rbBRSfn+ewLOX77AtN/i3X/e5mky05Vlh5ojd9NpmhBFMaYIF1j7U6WMIFFJggShhLzyK44IQoNls8zUtzEUk6V5Yml75C/e381uxFFnQtEAu1Sm7U/Z2dxEkqgyavUGh/0J22Pp2L/RDWmNPE40SriuizUPCju7cZZet0cYhJLMOwtQshG9To84jikUChy1WjSbTd7xDQ3e9FiXG22ft34s5nsvDb7kM3Q0gUI2QNM0kiSlddxaMPyKpSKapi7aVmmaSge9olAplwHo9fuUtfKCGlzI58nNcU2O42CaJnfu3KFWq1KuVAjCKaPxPn5wRBRHaKLBdCq4fv0zFAoFXvSiFy6sA47jMB67aMJAhAq6rkKokcQpge+zsn6CMA6oLy1x/fOfw7ZtCsUiSZIyHo/J5XI89NBDPPHEE3zmM5/h0qVLC8f+8soyqqYSBiFJmpDN4aq246AqCs2GJD132h1KpeIi3z5NpdXBMAwZ/vUsj793Qcmy7FgIsSeEuJBl2U3gJcA1IcTLkUP4F2dZNltcVkI0gH6WZYkQ4ixwHtiZLxTlLMu6QggduRB9dP603wP+OfAJ5CzmT7Msy4QQfwT8lBCiMn/cS5FCgEwI8T/nj/2N+XM//Pe+FzI67Q75XG5+gUp/xWQ6lcEymopQMxRFAiODwGc4j4qN44ROt0O5VMK2LXL5HLd3bmPnLIrVPJquEgUxIlOZeTNyuTyWacqdzcyjkM9zeHgoMynqdZrNJr05qgVg5s0o5GVAUn8wYOQleGaV9YqKbYbEicbxQCEOQ5pWxqlTp5jNZji2vQDPhUGApumM4jGmoZEEY1AEhm7iGDIhMghDSoYgDGW2taqoFEslzGKD3Y9vkyFDpH7wt7f5+W9eJ5fLkXMc3vWNGbNUxRExw+GALJO03m63Q6zZXwyQGmYkF+qsLC/zy9+ps73fYtw+YH/vgAunT3HP4VT6LKo623Pj3c5YMA4y4umAYqHAUsnmXHHItpuxUVHnAVZ9kjSludSk3x+QpClJls4dvZJMXK6UONw/RFEU3vD8PG5gkM7GfPCqwtYg4Wwxx4+WhtgaeDHYKjy4scrM93jXn4249TQZ+eFgITW+3g3pjgMaRSlhftMLTIaebCcNhs94LQ1Sz6VcLGLrglmUYWlgKQlJnPCTL64wiQXvf3zC1ZbHxYbBSjnHaDQiiCLe9YnpvLUgMFRYq5VI5xe2QPKZFFWl0+6QZalUFzkaGyVpXN0oK4hgwslLFwnQudrem0cyx/jrUDCgl2ncGiSAFAm89qulabQ/CxDhZK7ggx+6EtEXHmmmooiQOKliKIcIEnJWTKhMGIxUyvkqnW6XUrFINadxZcmW761uUHUkAkgIgTseo1XrWJqPltpYpk0llFXVUy2fk05M/+guOXUdw9QJgoDZbMru7QmGYVJvNBgMezhmnsl4Sj4vXfr9fp98oUDg+4y9lM1eIBVw/RghdO6pSFqyqQr+2X+5wUZZ8I6HJB/Psi2Wl+RsYDAcoGoahqpimRbjyZjZbEalXKbd6aAIiWvK5XIMB0ParRYj16VQkJXQaDRCURXW1lbZ2tpGNzSiZIA7PiCOFFTRYOduj1arw6VLlzh58iTtTlti4+MYTddYWV5l5I7miHsVd+RSay6zun5SYvKnU0Sacf8DX4kQAsuypfJ0OqPb6aBpOhsbG5w+c5onPvsEL37oRRwfHeN7vlR2JTHhTN57ypUKihDEaUoYhnIebFvESUyn3UbXJZWgWpX/v2mS/H231sXxbFVerwL+81zhtQP8S+BTgAk8Ns+xfloe/CLg7UKIGEiAf5tlWV8IkQP+aL6YqMjF5EPz1/+PwH8SQmwhK5PvBpg/7x3z3wXw9qcH9MjF7DeEEO8Enpi/xpd/s6qGpmkMh0NmM49ms7lIS6tWK2i6hp0zyVI51BoM5I4ml8vhjl183wckVM0du6gWKHbG2J2SxhmmaaCrYJkW2nx1932fkydPcPvOHZ4O8pL8IrlNHg4G8/LbYDaboqoag9GU0FpCzzxEEOFGKVGkMXYD7GyGWagwGg1RVY1Gs7lAv4g566kz9qmMxziOQ0aKqikEfohtW4R+jJNzsC1plBp7Y8gyVDXifE2fS3IFt0cpjz95nRONElEYkc/nSGcTQkNnMs+4DwPpul1ZWeFsUcp4TVXw9k9G/F+3nuLdL1+h1eoQTyacPnMK0zR598sKDGcxOTXh7X855mrb50JVQ4s9GisrcxNnnx97UCPRbMxM5l/X63UqlQoj16VSKZEBu8d9NgcSJ745SNg+PqBeMgm9jHK5TFF36HY6bA8lzXhnDJFi8XNfF+CSQ4s8KftGZ7PfI0VwoxfRGs44V5Tk3XNlhdVagVf9ty3ZzqmFvP6r5PB2rz0iSKQkOEzATzWCkYc/B0yGCQirsBBjNB2T175AIwxs8nqGPyc0RIrJrb7L051cL4ZHPtrhdS8oUbE1RkGGOxqxurZGt9ORC5llE4YRP/7CGlapgds5YHlJJnnG0YSNssrWMOFi3aBgeHQ7HVarRS5UJzKbpKISRiGv+m/bbA5SLjZU3vGyKp2DLmohRPWGJPEKMIMsIomTeXtKkCoxkRYwihJMM1kYdt/2ohLTuLLIox8M+sRRyHs+FXKjN+N8VfDa50Y4dkJ/FvGL334vrp+gxh6bm5s8+eSTODmH9bU1ab7VNBRFyHbUNCCJM3zPxyqX6PX71Gs1KQ45PMIPAs6VFLZHGRdqOmo443XPK3A8M/jxv5T0gZ1RhrALaLpCEHh0ex2mkym1Wo3pbCY7DtOZRLrMU0lnnrxP5PN5sizD87zF9Xt0eIiu69QbDXZ2dqTfBzjYP0QzEmYTG0MvcmvrDqqq8uCDD+D5Pnt7e7KtVpAtv3iOYWnUG0ymE+IowlmkdEolYs7J0+v1WV5xMHTZBlV1nWKpTK1WI/DlYL5arciFoNNhea3JoD9EUzUcR8Zdp1kmuWlJTJqmjEYjNE3HsW0KhQKe53F3b48T6ycoFPIYhrFIc3w2x7NaULIsexIp3X3msfF3PPa3kfORv35+ivSZ/G3P8YHv+Dt+9mvAr/0t53eQLbNnfSSJNO3NZjMs2yaflztE27bk/MS20XUdgWB7a4vS3BQVBAGmYWJZMv/ZMi1s20ZzIMg80DIUX4FUoTfoLySvnU5Xxux6Pv1eXwZTra5gmSb9wYBup4NpmZJuqktp7tWr10icZTRdo67PuHDuInEUM51OubRRRFUVbMvmySefoFKtSumhqko3u6Hz+o8csTU0Obvb59XPa6OiIRJJT1VURbptgTST2dGj4ZBSuYxuGPzMy5d53f84ZGeYcKlhce9GldFQqqIKxQIry8vEaUqiOZiWiTuSapFBv8+bX3CStLDE9/3WzsKc+OoP77I/UzlXyvGzl4qM3TG+n9LIm6iayWsfmNEZCU4tlSgUipBlzGYzRq5Ls9GQi6znEYYh3UnAZLovEd5ZxnTmQupJzPtA4XwtIe8MiSlh5Wq87g/22BqmbJSVRbvuQk3n4ukVOt0eP/9nQ3ZcuHhrh1/6jvMLh7epCn7sj3ucLwv+03edxO+3uX3QZfPpdk4vYhY7BJOQU0tlNspTtocpZysajppg2zaX5sPmi3WDWs4gThL604j3/c8eN+cqsDd+lUmz2WToJfiDY84VYXP0xc/qjW7Iv/79Do4uCOIjNsoKP/rVR8STAY1GnUajIaMSvIRo3KPZaOD7AYVCnr12hx/+Co1p6vD8i+t84fOfZ2V1lV6vx/tecYaj3pif+liL7/+D3mKuc6OdcLsVkNMTxvEQRIKhH5MmCaYekKUapim9W1kGv/Rph52+x0Y54A1faZBzHHK5HJVyTg6NHYfZxGUwixby7M1+xjTIeN8TU272Ey7euMZPvrCAUFQu3PscSgd77Oxss7e3h2XZNJtFNjbOs7e/x5Ur99Lr9YkKEadOncLzfKI4YXtfwiobzTqvui/ELtU5tVSh3e5IRtVkzP1rA75wOOXykoUIJ7S9ADtnY1rGAivkez4jZSSzWRRpjDUti0azKWeZc39GFMskRc/z8LwZDo5k54Uhz7n/ORwcHNBsynmdbY5ZX1/HtvNSORmGOI6Dpulz2rkkKz8Nht3e3mY8GePYNpYlZ7dJIlt7SZKSJOlc8g3MZb6FfA7d0CmWClwsXODO7TucO3eWq1evsrzeACUjmS8epTkFpN1pU6zkSbMU3dTpdXqsnziBoqqEUUSj0ZBeNNtC07QFmurZHP+onPJZlmFbNkvNJu1Oh739fWrVGifmGcxBEDCdzjg+blEoFGVAkTsiimIMw5QgRzIODg7I5XMYisQ9+F6IY1qsra3R7+eltFHVyAHT6VSSgRUFXdfZ2tyiWqvOKcMTFFUn0UzKJcH+3j5YZWLV4p6mTjgR5Jwce3vyQjt3bgPDlHTjIAiJwpDuzJMDxMRnlppsDaUSZ2cIh0GHak5D0VRUoeMHI7JUIRx5qGhkqSAKIopZQpREtEceb3thjlAYlEx1ITioVqv0el1ubW7xoS2H2xOF85WA7262AKhWq5w+dYrJdML5ssLWMGXNTtibSVXTjgu9ScCjf9bn9ljhctPkzV+Tx9QNViqKxM1EIXEUUSwW5cXo2KRJilAUHv3EjJ3RlI2ywuu+UsUpZtiVMb4/4ZGHNSahQl5PSWJZASLKbA1dkkwa7T70LTV836dqaxzsHxCqNrfnUtob3YCrm7v8yH0pnlnldX/clyytUYamyL46QnDfSo7PH025vGTzgc9MuNVPuKei8rYXl3nLn/TZ6sc88liLt72wJCsYUSSnSfz3z3wqXAzCYZ5L72m88zdvLFRub3yBwSQSvP9TM3aegU6azdMEbw5SfuAPB1xZsvjglWVUVeEtf9rjWtvnYk3jl75jdUEEHrljfvGaxu1xwL23dvmXpwRRGMphcrFIx/XZGmVfIjCwNMHrH3M5U0l55XMCNE1BUwSGnkdNDZIYtFDG1k5jlZ1+sJAFq06JKJJe5elUKppUVZUbuCzgpB2yO9M5V8jQFI2bvUhWg11ZDYrYZ3fqYOllzpw9y872FkIouK5MXDw6OibRHKa9IzzPZ3l5mTAKec/HQ3ZGJuerDu973klGgwGFQn4BnPR8D0VReP+3nmG3NSCvytApQ7fIEkESJ2iatADUajJ1dDyeUK/XsAoFoihGEQpJktBpt6UUWFURQmavK6rC1JvQ6/dkiqoQtNotiW85PpJgxWp1LiNWyOcL80wTqTiV/g+fNEkYjVyazQbrJ9YZu65UXpkWnjfD932Oj1o4jkOSpji2jabpRHHI3v4+uXyOWq2KoZvU6nU67TZpmjHqj7Edi/FgQhzH1BsNhoMBWZoyGPcQKuSMotxoRpI3JynsFYIgpN1uz7Npvqxf/EuOf1QLShRFHBzs025LAKSmadLRnjkoioqm6wwGfU6sr5PL5RmOhpQrFVqtFrPZlEKxgDtyKVcq+L5P6AU4Th41C+XPJi5e4FEsFgj9iEajKZVeus6p06eo12rcvXuXOE5wbBtVVec3y5jThbv8wBWV2FlhrarjGAmTMKQ33x2dPn1msUvq9/tzoGKJVqvFeCzFBMQ+58oZ20M4UQywtIggSkiRyWuKECBAFSqq0MgygZV3aE2O+MDjBtvDjHMlIYObVNlTDSNptmouNwhVi52xbB/c6scM8hElU6VWq+KOR3Q7PV7zHMFRf8bGiSXe/UlfJjY2bVRF5fZYWfgOuq7MSKnMzYulchlFUXhqc5dcvix3jKMR00SVeRsItkcZw8wip8mgI8PQ0HQVUxekqY5tFTHUIrHvc6Emc07OFOFks0yWZURxTGrkaehwZTnkqeMZZ4qCab+NY1s09Ih7l0yutwPOlRUsQmJNY78z5IPfdp6ntnYpFAr889/aW6ig+pHO7mTuS+nFhIqFZQrWqlX29/fxUln5PL2YCJAyYUVZLGqb/YRIWDTyKW9+qMH3/V5nMby3VAhT6enIkAP73jTENPRFBvvNuXBhqezQ6XSYRBm3xxK3f/V4xrApUUG5XI4oDFku2dwzr8guNkz+zYMlXvOR9twAqTKcpliGTtPOUTZrOGYBkSmEQUilWsY0TS7VdxfKuMwfU6nX5cg9SyiWiiiKiqIq3Ni6w9tfXGYSw1q9TAZcqLW52Y84X1ZYrhaYznQCZDttfXWFsTtkNvUYjkYct9p84KrG1l/scHnJ4tGXrDObTRl6c4Xf3Ei62+6yXi1h2TaaqqIoKsPhYDFkXqk4IATpcIRASNNxmhHHkZxJTSb0+wOJL2o0GY9d0jTl4GCfarWKpuscHx1RbzTwfQmf9KIJimYghoIkyubqTxlVvXFug9lMLgbT6XQ++Nckdn4+7zRNiyzL2Nvfk63XIECZTJhOp6iaRhSG83wWlXxeel10XUcoCoHvEycRqgXj2ZDpdEJzaYm8k6dULkvz7uZtnvvAc2l7XUAwHAyxLIsoVjjqdlEtiM0E3dAlTT1NZZBdkjJ2x/R7PUzbIFb9Z32P/Ue1oGiaxtLSEv2+VHcFQcjh4QHtdotisTSHIeYWKixv5jEcSDZOIZ+n3W5DltFoStTzcDhkOBhSqVRQNYVur0+5XJJZ8qZFEHgcHh7RbDaoVWuAYH19nePjYw4OD0k0h9vzm+WdMfh6mbWyQbMIWRbgZTZ/9flbFLWInGNzcBiQz+W5s3uHUqlEFIYsNZfwAx/LMjk6GvCqF3gcugOMJJb97nlMsapKE10GZGlMhGx9hZHHNFTZHq6SZvKmve+1qGIgYgVSFT/0MXSDki2wNIEXg6FkOErK0kqTREw5Oh7S7Qxxg5j7zp9hZWWZtz/s8shHO1xrebzrz0PuXbK42vK5suxw+dwJrl27yWAW4c3ahFHEmz7amQ+NR1ysqrz5a/PUHIfLjR7XOyGGCm/46JhLTZ03P1wmTQK8aQxCJcwKNHMF/FlCPpfnfa84Q3vkk86GTCdTCqUSr/nwrkSrlwU/8eIKurNM4o0Yuwbn79lgNHIJgwOSDOIkBVXlbX/SlSDHp27yE19fYeIOFobTe2oaFeFxqa5zrROxURKs1Qps7XvQ66FpGhVdcLlp8YWWvCjPFAVv/GobUze4vJRxteVx77JD1dGYeVM0krm0O+ZkQeGtX20xDuHfPxVLSfGSRaNgoKoa56sqm/2EKysO9byUtx72xpxeqXJlOeWp4xmXGiZpNlsIF/b2pVnvDV9l4aUqjhJTrRpcrOvc6IacKIb8zq0V7o5MzpXgLS80IZEydlXRiBWHsmXyUy9dItNzqNGUJJFxvuWq5KFZkY2uC37sD/a52cvYqAT8u+fpKKrMqnnXy5bpuj6OEjMYjqQ3Qh9RdkqMJy7VRpl+f4QbpPzih++wN5ORAddaPlt7LS6d1VhvlLhYH3OzG3GxqVMyJe05TaZMphPZih0MKZdLCBVm/QkIQehHaJoqcSf+jHy+QKFgkcvlAbBtm3a7habrNJekcEZRVEn9rjcI5r4Oy7JQjIxZMKFaq7B/54iPfvIxVlfXePDBB5nOprRbbYqlIrV5guNsOiOKosUik6QJaZJKKXKxyHQ2ZTzPSCqXSxSLRcIwpNVuk8/l5oxBFQFMFJVJZ0LgB2R2yHQWEuwFNKpNiqUShUKB7e1tsjTj3MY5rj51FduxZXx2vcZKbR0UKQIRhgKZrFhv3dpE01Ty+QK6oRGrAeGXWA7/nnvsP+D9+v8Dxnh+FAAAIABJREFUR8Z4NiZOI8LEx8qb5Ao2cRRzeHSAbdmcPnOG1vExe/vuou8ZRzFxnMhY2VTOHoI5AsG2bWr1Ov1+F9uxCOOQjAxVVxgMB1i2xeraqsxaSCSNtl5vECcJo+GIe2oaN7sRZ0oqxWRAM18gS1NmkYGXCGwx4sT6GsVSiTiKGI5GQIZhGExnM2pVmWGg6QqzYEooZphagMhUsgSSNAYheappKpeUJM0W3oYshbKtc7qYcsdVOFEIiNMunWmGELJNJxIFR8sRRrnFEDpKBT4ahZKNU0qJYsGHtm32PIN73ZCfePGY/faI7UEyr2gSfunlRVQ1x8lGmX5/INVXwylXlmze9LDD1iDl6cH0rX5CkOmUdZ1//92XubrX59/8zl0yBDc6McdHGgXdIowS3v85wfYo4Hw55h0vqTMYSOx5MJE3luPplOORt4gk3h5mBJnGStGi7bvMMk0OKIOMraEsDXbcjFf97i77ExaMsDuHXSwR88PPqxKHOmdWasw8D4Qv/4mBH/mdnblZT+XdL10mjiJ+8LkKP/RHsprYHWfMEoEQEUksQZBRFDFyXVrDGefXm7z3W5d4ze/d5VYv4t2fjnjXN9R5/yuK7B73OdEooaoyh/11D+oU6ydZKufo9ro88lib267O5aWIn/6WFYLU5Mf/+y6Pft7m/L7Lh77nBJqicHh0TGc048xKjdt37pB1e/zYAyr9CIbJkHf9eVO2TUeAVqDZLBOEEa/58B02+8dcWXZ424tK1IoqHgaqmkhlluchFLkTnsRS4CCVZgl+KhVftmly3GphZBmlco2lpWVcd0S70+HOVkvGPOQc/uNOjruevjCCAlxs2qzXnYXg5U0vsJmRp2QITN3E83yZUpplrK6skKUpK2vLTEOXiT9DESpxEGA4FoZuEowjHEfOTdP0acVgxvLyMq7rMuj3yeVyTMZjNE2KGFx3hOfJLBVTtQnSiGvXbnCwf8ADDzzI6urKggihaZo0UWs6c+ESvu/T7XYWswnpg8vL3zcczLlikGUpumGg6zqWaaIoKvt7+ziOg2HoC2yLIjT8eMbAa1M0q1y91qFaqWGaJuVyic3NTe6//znoui6zmlZWcWyHw8NDTp86LQ3IioJlWWxsbDCbzsjnc+iGQb+fkBgQRc9+mfhHtaDEaUKUeRglhUnaZziOJWZeaJglHX/sMxmPaTaXGE/G9Lo9yuUS09mMNE3mQ3yXdqtFqVSS0rpahV6vy2AwxHR0ptMppmGiCJVupy8H+5nEvgRxCELiqIuFApqm8T0rN4nvWaNZL1LTA/bu7LG0ukx7ppJNupQKFtPpFBD4vs9sNuPU6VOQZRLJPRzOh+suqRLhh5LLI7SMJADFUuc7sowkhVmgUs9Z6IqBmuqoQieLBD94b0jfjagWVTK1RJxEGLrM6BAo4KtYacbpXMKdicK6FXJ2vU4UQHsv4m57wt5MgguvtXxCdM6tNbhYP5YhTTWdsilIswTXdZll+kKae7XlYeoG99RUbvSkRPFcGRwlJuc4HB0eUUhDrizJyuBy08IhQFVMMDS2RxPp4B6mdF0PR8s47E8omgLHtqnWanTaHS4v2VxreVyoaaxUC9zd2+PRj0/ZGqZc+NwWP/n1VTbmiHYQ7I3hbFllZ5RwMp+hpRHvfQpuuz0u1g3e2Yi5O4q40QkXkmkI59LVhKPemMwfs7a2yuWmx9WWz5mSIG+k+KnJjd5Utsq6ET/9aZXtocqlO2Ne97Uyy+RpCfdb/rTPoy8RhGEgd7AzD3fsknccLBFxeHBAbxYuqt3r7YBppGCoQuJNkO724/6Y1XqJn/izPtc6IVeWI151rxxKp2mKoyv4msOpcsTuUOdCTSenyl30OMjY7MckGTx1POOgJxMONVWVnpBikavbd6nkVcrFEjlF4+K87Xhl2WGlkpfxtpa1SD0Ng0BunjwfvVChAOzv74NVYM9X5jOeDEUITuXhvf/bKoZpcHhwuMg9P7Gygm3bKIrCoD+Yi2DkPMcwDDmDSD3CNCCNMhJigjQjCkKyWC4SURQThRGuOyZOEpkjks8v4rGfnnfm8nmWV5a5eeMm/f6A0WjIjRs3yOcLvPCFL6RYLGLbNp7n0R8OSZKEw4NDwiiUqBPTQlEE09mMeq1Or9ej0WhQKpdoNpscHx+TLxTwZh7dbod2qyU3dYZOvd4gSeRmVkaZq4RhxHjikto+aZaSioR6s0oWy9ntpUuXePzxT1Gr1cnmgpc0Tef/9uHCc5PO5cNPr90ZMBgMyOcKJMIi9v9hnfL/vzkykaA6GarQiGOFOA5JUpmoaOoWxWqdo6Mj1k+s4Y5Gci6BWFw0Uh4p8e3u2KVcLdEf9iGViouclSNvFxECVFVjbXWNyWTMweEhq6ur+IHPqNUil8th2w77W9s4jZMI02K5kuBoDoahcrB/TIKKmvrU6iuy5HYc/PmQsd1us762jmXbZGnGZDrmzp07REZKhomqKiSkpCmoCQhNoAmLX3+iyu2hwtkSvPrBBNSYUMwIFB+lIFizarKvGsqYUVM18cYBk+mYXFHHm/p8z/IEN8w40SzRPFFHVTS6hyP+615hMSc4W4Rp75gsl+PHv3ENf+pB4JIB9Vod13VZKticK0pUxvmqhtve5+e/+STYUkpZNODmzVv8r898gUtn11ldXeW935rgBimNgkUYBPJizuW4d8niWktmcaiJz9s/7nNnqnKxpvOjXzFD0yU19gcvToiv5NBij73OgMk0/GKgVj/GDVIefbjKIx/tsjNMubJs866XLfOjv7/HZj/m555M2J8q84FyyBs+ciwxJJrAT6Rc9fYgwk/AUCCeuRTyOZI0kzdP5BD7HX8x419f9jiTz7g9ERLB0vEXSBxFEZwtyxkHyHOv/6MWt4cpG1WPN7/AoT3yONGQpOFqrYrr7nKuJAUQlxomiu8xCD0uNU2utQMu1HQOtm8xGC5xfb4AXj32yB6okdd9PD/gZz8bs+PmOVvO+Jlv0Ln3xEkm4wntTodSqcTFurEILVurFrBMk8lkgm4YvPp3by8qsw/+7ysomeCd39DEzFfJ6xnj8RghFDzfozo3avp+gOU4/Ls/PORmP+ZCVeOVJ/KUTIVLdZXrnYBTuZRHvr5JQcvY2tqmVCrR7XVZWV6m2WguBt6tVlt6OHQdJQjkPEJRGI3GqKZATQzCWUAuX0A3VKIgQrct8gUHQ7eYTWcIRbLcfN9jMh6TwSIaXBEC13UZDUeAYGtri93dXe6//37W1tbwfZl6KoRCvlCY+1Ty5PI54lEM80yV49YxY3eMbdmkaUIu50CWLRhhWSb9LaV5eFzg+6iqBDkiwDRlHtDT+CjXH/D/sPemQZald3nn7z37PXffcq99r+oWQmoJqSW0IhYLgXFo8AwRBFgDDIQREmhBSN1aWk23NgSIESJijCewCcCBPQiBkQ0SshBoQdBNq7urspbMysrK9e7b2Zd3Pry3s3EYg2KCL2P5fKnKzJs3z73n3Hf5/5/n+SU66IaO1FLcko0/TNANnUqlSrVaVZ6aeo1Wq6nAeJqgUHC4c2drzjoy8X2fa1evMZ1NabYaVKtVppMJYZBRMIpf9xj7DTWhgMTQTRrFBeI0ZmIM8KIJOTmmbuEUHMYTn26vp6A8psFkMmZhcZE4jhmPFWd+NBrhFgt4nkcURNTrDQpOgVOnTvOVr3yZEydO0uv1uHjxIsPhkOFwwMH+PoZlqIvputy4cZPErJGZFstVnzzXSHNBLCwyd5Ggc4tCweLw8JB6s8EsBcs0OLbQ5mD/kLt376pteByjmwbDKCXJy4RRA00LQOjYbo6dDdHDnCCzuT3S5qUMyV7apSAV3yGXOYY0wJAEmUckfFyjSprp6K6kUBGYpsSbpOR5Rs0xWDm2RBZLtUVurrA52QGUYe7R151leLDNg3/a5/ZsyOmy5MP/ZJWlpUUCX8VrTGZTfuqFJfIsY6lWZK8/5XS5hGlqhEHE3bsHfOirEbdGJmc3u/z8a6BcKiH9GVMSbNtS/G3gwZeYeGmFdtkhFDZb3s0jiW/irlKtFlSKa6HAZDrl/X8Ot0YDztYEji7wU4mtwdpCDcsyscwRCIUf2NrrcWuYIoFtT+N4SbAzU0TEm321iwhSyYMv0DEMjfd8Sd1pYSaxqy0MLWUc5dwYPaup2pjAO78MZ2sa/+b1azSLBj/zh3ePsMRVG952n8YHv5qzMZKcrije/DNiiB/79JhEwtnagA++1sIPMoIg4Be++zR6sU69oPMjv/UU672ECw2dR+/XOH9sQZkig/HRTu3ygkPd0RBaCaPc4Pbk7lwhKMgCBXVrNBokcUKjUeejr9MZhSkFUqaex/7IY61ZwSo3We/tzAmSGXf2B4hwxsrKCo2yfZSj5paKTOKcPMvxfcUn8ff6ivI4FxdU71sl9Ub86v9yiasbO4wPd2gV1UQRRSGlcoksS+n1+4RhSBTHCrglBEmasL+3f6Skms18ImFwrF1F5hBOE7IQisUCpmVTqdUwdFMhJAZdDEvDdEw0W1JwbEI/UoquOKbgugRBoBRf3S7dbpcXv/jFrK6tqua14zCdqkSNJI7pdXssLir/SrfTYWV1lUq5zGQyodVqMZj32Hb39lQ/NEkoz536aZap1xaGaJo25xGpXU6WZni+pxr3uk6tUsMDJsGIMAnxoikIEyE0tra2OHHyBDeu3+C++56PaVnkeY5j2wpJ7Ngc7O9TqVY4PDhkaXmJSqWMrul0OoekaYZpGNiO/XWPsN9QE4qm6RStCmWnCggcwyUtRkiU4oNMMMxmdA462LZNyS3hFArEUUQ0v6mGo+E8pydSrl23xHg0xlksAJCmqkGZJMlRhMHu7i5Ly8vY877HxsYmgSiSmg6t0gxkSpoZ+LnBVldipiGOa6DVYnw55gP/KWJjJDlfN3j/t6UYpq4avrU6YRTxxt/b4OYw40Rtwo88L6egmxi5iZbnCMsmyn0EI45Xy2yPbY5XI1wzQRcaaBp5LlUYpJljyyJm7kIOkTUllDNMYRMNJLpmUKtVVcKyr+JPqpUirVYNx9zDi3McQ6CnPkFuHCURb04FmztddF1H5jntdpsf+52rXO8lnK1r5FnArTFcePo6D72iwmzq4VTb3BwOVPlomHNje5+apbGwsEgSx6RpSrPd5qmbd2iXbBbbLUzTQE+zI5qhqUn+5ad2OFfXeeAlJQxNY3Ony82hqs3fHD4rnQ0yyfWtPXRdUyUs4Fo3ol5f5GIrZL2b4BgaO57kQtvhl163xlv+8C7XuhGXFmz+/e2c9V6Eo0MwNxZ/6At9fvxSwq/fKvw396JEZWkJIIlT3vmiItIuUSy6ZNEEt1jA1D0Eyv9yzJVs+6omEeXq340RTOKQsDfFsi2FcC7orO9PuN5LjhRQlqkgVe12myf+5gl+8nJK8zVnWaq59Pt9dF2jbJucnUu+L7QsLp9c4s72XUZBzmJVLZ7SJKHp2vhhxiNf9OaMmRnveZnP2ZrG9WFGjuAjfzHibS+wmE6nR0qnme/zkb9WyqzzTZ0PfMcSS0uL+H7ApXbOUx3lcv/4YwE/ejYniWMun17jrwYHygQsBM80qoSm0Ww2KRQU+bRarWJblkqYGI1J04Qoifm/NgrcGikQ2y9+zwnW1tbY3LyNZdr0un2E1HBshziJiPOQVOaECcxSBe7SUpNmo00UxWxubLK3t8f+/j6uW+DKlSvYjs3+3h4LC4tKXhvHzKYenu+xvLxEnktuXL9BqVyiXCrj+77ynrjqfXeLRWq1GjKXDPoqF7BcLpMmCQWngG0rRPlsNsNxTPIsJkkUXXJ7exshoFQuIsgpWC5xHDMY9mnWF0gmKeViBYEgy1I836eIqpz0ej0q1SpWblIql1lcXCSZJ2dYlnmEIe52O4RCUJvHz3w9xzfUhKJjUCnUsEzFGyg6JYQog4Qojuj3+yRJSrVWw3FsZp7H2uoah53DI59KlqWUykXiJKHVbFF0i/T6fQaDAUmSHKUPSyS3Nm5xcHBA0S3O9euaukFSi8RyqTpjZBogLIckzejPIE7ByaZQTBiFfYLUYmO0rDKJhim3DzpUdHWRS+UivtS4OczJpeDOSEcGOYgAWQgIDJ+EiCSPAZ0fujcgRFAwMizdwLV0gjgjFxqO6SITQRRmGPWMWToizzI0oWFnRaJEcu7yKaZDj4N9NeEuLi6QJCm7vQnBHLAUJpL+LGa1WeZCK+F6L+GeJZe1doH9vT08z2e7O2J9PuCpc1fXZ70X88Cfjnj41U06wyG2oVb/ti5Ya1cY9obcuHFD5S7Vanz08Zxbo5xTpZD3vFxgWxYyl7zzRQW2xykP/nlwVGbqTyMaRYt/u2Ee1eaPlwR3/lZM0WAw5rfuOEeluytLLpVKhU98f5W7w4Qf+u31eVZVyDjMePjVLcZhjmGa/ODvbpOjJhMNOXfmS9qnL3PjqzcBVaL+xD89xq/95YAn9z3ONwxOr7RVAGcY8PCf97nW2eVCy+St99e50Vdlwq0pnCjJIyf4M8fZFoyHUwgTTp8+iRcE/NQnb3O1E1GwNMIk53zToKilDIdDbMvCLRbZ2u9x8oSSksdxjONahHHA27/FIswNVhplxtMpv/w1uDUec89izLtfBm6hQHca4nnBUez9rbHEKjd433dV+YHf3jqKzk+EQ5bltFstcinZ6Y7ZGB+oa97PiDSdhWIRgcZ7XlPjn//WxlHJT39OmeFwxNraKidPnmAwGFIsqQFT1zQWl5a4tnGXiufRbLXmdNQhcRSzsrKs+DTdZO7Jgs0xbB8MOL26gGVbgGB5RfVednf2SLIYq2Qwi1Uwq8whJUdLM9KSMhWvr6/T6/VYW1vjypUrKnViHlvSH/RZWloiS1MODg8Jg4AzZ86oHpNpEIUho/GI/f19HMdhd3cP0zBwbJuC4xAEAZomWJxXQoYjldAxm83IZcbiUoPJZB/fOyTLYgyjgJRVfD8nlxmlmo2rlUjlmMgICOSE1soiItWoFuucCk9zd3ubixcv4RSco37OcDRSf284JEkTJpMJZ8+dxbFtDruHFOs2SRozmvwjO+X/RzkM3aDoqLysJE0VRzpNjuR8URSh6/pRABzAjRs3KJeVpFATAtt1VRy7aVMsFvE8n0q5TJplJOm8dlktkw5jgsCjVCzO2QQmt7duE+Q2iV1hoRpDnoDQQUqmgcnQ06mbIXk0IU08ZCIooXGynLM11ThejtHcGbFuM44yZltTkBonSzlbM43TVYldmuKnAVmUIzPmiFmJYYGIwC1kCAGGJhC5xDZcXEqIVEc4OZowCOSMNE8QQuBaZaJezuJqWynGcsHly5eRUjKeTJFWCYeYyws2V7vRPMfJoNVq8chrTAaziLqrPhyNZoNKpcJoNOaEq7gjJ9yMDJ3teSz8rUHKO/64w+0j450gzmGSl1g7VmI6nWI7DjcOptycl6K2ZhqDWcKp5TLW3F+0tqZz+cYm1zox5xomzZLFNFG7JVCD/tteVORjf+VzcyQ5VYJ/s2lye6Ia8gBRkvC9v/4UF1sWj37HEufqOutzx/x7/vgu73t5nbKpg4jnq/uM426OZRpsjCVnazqldMI9iy5P7vucbZqsuPCh71rh6uYutmUSxRGGrhMLm2vdHtk8XNG2bE7PdwwAd2eCB16o8/BfpjyjhcsSwZs/k3KqJPjweReZ51zrqpV+EOf8xg9cZMFOuHNnG9u22T/Y5wNfDtmYFDiztcFHX3ccgCRJ8f2AZr2hyI8SetPoyOfx1GHALK3zwB9sq6Tqhs7Zus71+Xvx0Gd3ee/L60cJAZfbNku1gkqEjiQ1R6NRMrnYMrjeS7mwYFA05tL8wKdUKnG5bXOtG/GclRKnlhvsHxywurZKq93m1s4hlqP6YOPplEf+8wHr/YTzdZ233ddTryGOKZaUqXE6nbLUdDjfzLnZz3jOSomFqsvuzi7lSoXd3oRzxxdpNpqUSyU2NjaIpimOU0Q3BbGfomNTrdSYzTy++BdfJAxD7r//foRQOX9hqKT0uq4RxwlRGDIYDhkOhpQrZaYzFaGSZTlxEtPr9zHnDJTpdEq5UmE8HhMnCj2sFJWG2nk3m5TLZfZ2d1UW2mRMknrkMgKRkechtm0hqNBu1xBaQqPSIM4Ssjxh6k/IZUbFrWHmGqvHlrl18xZ5nhGHCum9s7NDvV4jAWzLol6rkaUplmVx2D1kFo+IhQ9SUC4+E6X4dYyx/18H5/8/Hs8AcHKpPClCPKuamHkz4jTEMHV0YSNQb3SWZoxGI5UNVVUu7jyTFN0CaZpSKhapVCrMZjM2Nzc5dvw4tu3Qbi7Q6/dorbTwfJ+rV68i7QrSrbNYiTE0j0yIOevZpD8rUDQljpxQXAI0i9FMoCV13vjCiINwgKtneFMNX/MxjCmOXiCfmbzhbExUlJjWjFCqOQoydFtDZqBJA3KBzCV5nGPYGlKa6HkVLTbIjITAHBOnIVVzAScvEWsBlu7A1EJIpc/vHw45eeIUlXKFwXDIOz+9y9XuLhcaBr/8fafZuHtIu2zjBz5JGpGnMY6IAY0sS/D8FKSgVCry1udLBl7MuWOLXL+5ySPXqooTrsHW33Jx60LRCX/qPx5wacHiY//sLG/89zdY76c4hgJNXWxZFLQE13UpV8oEQYjnzXjjvZIP/5XGzUHCB74C73tFg3uXMp7Y98kR/MpfB/zsixwiYbJ7OOHRx0EN1ZLVQsbN/pz33o0JMp23f2uLH/n9Q3JUvX9/5BEFIRVb8P5XtdgeRpTzKaVKhf0Z3HO8weHBIe98SYkHPhtxa5Dwc5855L2vaPCJJ0JuDn0utQIe/NYKVp5zua1UbJfaNpVqhUdfE/PA54bc7MdcatmUsinHSxZ3ZoKLCwVudAPlHZpKXv8b65xvGFyeCxQuL1msVHIMTUndO50OMTabk/CIG/L0rW0un1tTg3GhyEJ7gd39fQJMnnvxNJeeusnVbsT5us721hY3htZcwJDxwH0a7x/MzZaHIeMg5dHvWGToJaw0ymR5zpt+/za3hkpm/POvWeDRb18iwsDWIgxNKSKzTMXVvPflNSJhcXyhdoSISNOUn/rkJk/uw8nihHe9tMTOIFJO+/lOqL50hnJBZ3dnRxFVBwM0Q0OKnIe/rYldatEuFej2upw5d5b/47evcnOUcbZ2l//7Bxskcwe5Yeh0u11CP2JhYZFKucqdrW0ee+wxGo0Gly9fplKpsL+/R55llEolFc9iOwRhyPr6Oq1WC8MwWF5aUihh5pLw8Zh2u81oviMoFAoKi2HZqjm+vY1bKHDY6ZBnGQuLi0RhSJzEtNtNfH/KrCcBDSFypMxJ0wDDKBPHMaVyiVajQpzmpJMYnxlB5KNrOrZRoFFboNVq0ev1OX78OLt7u9RqNXTDwHYchsMhQmj4vs/+wR5eOCHUJvjJFEcroYXBfzOW/veOb6gJJZeSNEuQUmLqyiWv6xpusUh/2EczJVIKKiUVt/EMO8E0LcUtmE4pzQPk0iQhjmOWFhdJ05TReKwipdOM8Vwy2Gwoud7e3h7SLpMXGixUE8jHhHGMaVjkUqcztjF0KDPCcX0KhRRdM9ApMx5pJMaIciFXk6EpyZOcVEoSdFynCKWIxJsCUkl8AVBGL8M0lKlRSuWSp0DZrKAnDrmeEVpjgtSbA4DAZ4yb1ClbTUSm0z0c0zp+gs5ej3KxQhhGGLpPajhHaqEbg5TrWzsUSOn1p5imzt7+LnmmTJXPyDglMJgltCsFBFA2JYedDqlmMq+YEeVQMARBKnF0ePB+lwe/4KuYlG7Mjb3xUTZUnMGHXlWlmE8Zh7C9vY0zTyAoOA66U2Fr0j9q0HfGHm9+YZk3/L6vJLmjnGkMH39swq2RxDEEcQanqjo/fjbmV67CHd9AAg98+jY/eUVyvmFwfZCyVpB8/LGQjXnPQcoh1/sJpytgGiqA8XI74H2vaLCxc8jGXE223o3ZHafcmpf61nsx4zDn5FKDj76uxd3umF/44pB/+utPc2nB4d2vXiL0fdpVl5/5VMy2B6erggdf7PDQF56NdFFZWSn/+vvaGE5K0YzI8oQ0kXipxlK1yslanUsLIdc6EWfrGiL26E5CTi41mE09wijivf9lyHov5nzT4E3PEcxig5VGiXb7FM853OfJPY97llxe9k1rXNzc5Pog5XQVypagWW9Qq2aMRmO0QoVbw/xIZjwJc2oFE5EkDPsTLNOiVqtRLJXw/YAwCFharhAnEaZpM0s1NnY6PLXvKwf/TOfRr8RsDDMKpiBKJfeuFFmquQwGQ5aWlgkCH8/zWDuxxGQ6JRc5DqmqPGg6Xsxc1Se4Ncr5m2s3Wa4rFn25rDjse3t7xGHKU1tPc+PGDS5fvszFSxfRdZ2dnR2lTCskmKZJoVQinDNTnlGaPcM2ct0CEsjSlPbCgkpqSBJmsxm1ek0pS22bwUCVIrMsYzqZYlmWCq8NPIyCRqffoVapsrBwnINDCXgglGcmCj0KxRqgYxkO7cYik/EUoWnkWoqtO6qUncOZM6d5/PG/od1uc+rUKdxCgYODA+IoJpQ55VKJIAyJk4hUCwnSGVmeYRUspP8/ZcN/55HmCX40o2AVCeZoT2uufBBCIKXEsBWwamFhgaHvMxwOWVxaIo4jJpPJ/OYrKaVKEJBLSZakBH5As9mYMwpmiLlZ6M72NtNYI7LqrFQlSLUTsC0HicPB0CLNBQ1jimMEFEoRpqGBtAhmJok5JUpCsixTZkQkuqWAXo7homsCy0qoChM/zpFaDkjVw5wzHfI8R0iNollGBBZ6ZhJZU6LcJ0vTo9cPECQ+wtBwwiq9zoR/u9Ng67rPqXLOL35PhTgK6QYzhBCcqQlujSRn6wJbRvihUkZZVokslXNOtYWmq/iI931+yrWe5Gwt4Geeq1EsqtyzharO+YbOzWHO8aJke27MTXJolx0utdMjueo+u3+CAAAgAElEQVRaRefKYoGnDgPFZtFDPvy4Ms+dqmQ88m1l2u02cRxRmM2OJoArSy7HFuoUi0WuLAy51os5V1d5SZvjAIkgSuFjr12iEA+pVFtoNzo8w3PbGENmOLzjRSbv+fyYbU9H+moWXO/FyHk0yuYEpFSluGvdiNRwqNji2XLQgsNqRceeq8scU2O1VcEtFDAti0XNYb13qAbiw5Af/HfbXFl0+P5z3jyCBrYmkiDXefTbFwkxeeCPtrg9kVxedGm4JnGaULBraJrJmz+5xbVuyoVWj/e9MufN31IhDiMWqgUe+KzgxmNdLi9Oef8rm1zbvPssQrifIpwGS6UUu2CApvHzrz0DeU7dNUiShAdfWuZg6LNQdUizjJt3D1hulPA9DxEEXGiarPcV5E1PPDrT8CitIk1SoljdL4PxQC12DJ0ojnnT793hajfhYmvIpXkp7HRDZ6OfIhGEieTXv/8MF5ZUOu5wNKRWrTLzPBYWFpiMZ+SZBBO82YxprkyCFVNy73KRJ/c9LrVtRDTDtpskSTLnFKXUa3Uef/xxPG/Gvffeg+sWmU4nCAR5llGtVikWi0wn06PPuDOHcJmmSZblR0x6x7YJwhDLUsRIAWi6ThiGZGmGpnnMPE9hLvKcUrnE4sIi06miWxqGjlOyCOOIRrXOitA57O4QRxPFBHJ08jRH13TIQct1WtUFxlMLhCSZZMziEE/sUiy5VGsVNm9v8tKXvBQhmI9rd9nf38f3fDRNw/cCio0ScRig5SmWLCA06+seY7+hJpQ8z5iGYyzDwQ8CptMpAHEckaYpuYBMhGi6Ra/XZ3l5SaFAo1iZA5FMZxOEpoxBtmUzHAxUerHjKMZKmpLnklKxwM1bt4hEAU+vsVy1qLoBfqyj60Xi1OFgZCLJaJoetggoVkOklEgJoW8R5QkzOVY8AikR2rxkl2UYmomZOhTKSkIbORlxLyJOQFgKvatpKmXYFgXMxEWmAt+YEIkRWZoeTSKggvKyLMcwdTIRY5U0vF2plFrA7YngxtYedVfdMkII3v4CEy8VVG2BYRogQUplKLMskyCIaDTbhNIkSVLWe4r1vjGSpKZLBhBPaTYavPX5PkapThInfOgLfTYmzGFeOh9//TnuHAyo2oIsTXn421rs9WdUKmV63a5adc7ja+52RgyHQ0zTJNELfPz159jpTTh3bJHRcMhwMOD9r2phlZtoiUev2+PC3F9xZcGhroXM0gwv1diaqPcGlK/k3nMn2O4MuevPjkpymgBbV5HzIDnhSnRdY3MCF9oFlqou6bTEx1+/xv7Qw/c8etOQYB5xH8Q5W/s9TgGWaVK0LJ6zUuJrezMyqSaQJw9Dnu4wj71Ru6SqrZOlGeWCyS9+70m++OQmZ1sKnpSmKbpICYm4Ot9Frvdi3vXZHrcGKZfbNo9+zzFuDg/J55Em+4MZp1cXuHce2XKhZVEQsRrwylV+6vc2udFPubJU4KFXNhAILMukYoNhmrz7c4N5unOXD33nMlJK3vuKGkM/Y7FaOErWLpVKlIqKZ6JpGlLAXn9C1daYTT0mkZqIcym43ov5rf/tFL4/o2AkvPM/99maaZyvGxyvqn7DeDLBsR36/QFCCOqLdYIDFanyjMfCcVRZam9vj5+8J0Pc16ZiQr8/oN8fcPz4cXKZs7uzy9e+9jXK5TL33/8SDjuH+L7PaDxicXGRLMvx5kqtZ8yK49FYLToXF1UDPooQwPr6ulKiOQ66ps/ZNpKzZ87Q6XTIpaTZbFGuVOh0OlTKlXmwqfKkrK0dYzqbEsY+9Vod03SoVEwQGnd3bmOYPk5BZzbz4LBHqaii5pv1FjJXkf+WnuBWcoQJQ++A5VNt/ubLT7O9vc2JkycQQKlUJE3VwrpWq+IWXbyxhyXKlCybac9jcaH6dY+x32ATimQ466NLE38aUnRdDMNgMosReoqlQ67rJIFEz1WZyLIsxpPJnHJWUE7v8ZhqtYamqegJP+hTrdXYG86w85iVlRV2d3cRukViNKg7JsfbNn6YkGYuIw+mAVhmSFULMYgp1QN0LSNJJXluMptApHvkSYZuGshcSUzzTAGbXKuCoWkUnAxD1/HjBM3M0EI1AOq6gaO72FkZMkFuxXhMFWcCceSSlRypMTEtE8csUNQqeP2Ykqlzum6wOUw5Vkgw0gwpdXRdpfAmaYohDQoio1KpIvM+eZ6ztnqMO9vbLCwu8ZY/uMt6TzWtL7SsI9f8x746Y2MkOVWW/PL3qRLAB7445OnDCMdQ55RmGZ05/6O2sEq7XVNQoZnHL31lwo3hkMttm8ttJQi41LZZaRRotdu86ZO3uT4YcqEx5b2vqJPOM5RmnodtWejaEAyd8WTMj55Jsb+5wXPOn2Z7e5tarYppwvmmyfW+isKIMsn24YCCSLn4t17HG1+6yE98cmd+hwl0U+eN9+R8/JrJejfgR3/7Kj90XlKp1nj0812eOvC5d8nlcts8Ik2maTZftab4YcgbX1CkWGjx0Gf2VFkRVdKKMsnHvu805ugOfT+hZguCMOR9nx9xtatzsujzwX9SJ0gg7A1oLbSf9dnogpv9+c6pF5HEqYr96aecLOaEYYimwS98zzHuHgwR0YxyqUychXSmE673Ff3wqYOA7c6QZlE51avVKr3ps0CyjVHO0E+UmXE84djKMnEU01po46UagpwwihiNRuiGwQOf6R5x5d/9mgXcgsaVJZenDpQU2ZExSRYTpQnveLHNxp0u954/yd7+/hHBUmgahmHQaNTp9/sUCgV03SAnwHJNDgceZ9eWGY9GxHGCreUg9COF1jOZWV/5yldYWVlRCi1dO0qzmHke/V6fIPBVJMlwSJ7lR7jds+fOEkUR4/EYpKQ1Ry/sHxygz88tjCKaLcVvSeYIiSzL0DWdVqul+lhzWuxkNqbgOjTqdTzPxp+FFJpF0lwSxzmVcgUpNQzdJATyTDndJ9OpGhtcl9XVZXI5JKVHJnMMLaXv7XP6/Akee+yvaTTqTKdTkjRleWWFQX+A5ZjUGhUq5Qp3t+8ShBHLyyv/6Ajg/2EOgSBJIvxogGZIwjglHEty6SOMEEMIdHT8UKfeKjOZTBmPxywvLSla22jEzs4uTsHGsi1+9tMH3BzlXG7b5E/sc72fcGWpwLvsHp43Y+3EWTZ7IceaDt1xzN4wJ0wkluFRL0WYscAQGYWKj66p8okQGoFnEYuUWPrzMpeiTWZpDkJgmhYOJbASplGAbWiEcYoUoLsCU3NwZBkRG+RGQmBMiNOQNFZo0zTN1C5nDjACcGwXV1TQIptBd0ya5vzmXpPNScpaIeXnv62NJgRZljEYDHHdEg99weP6vIzznpdZSCnpzxJWkoRms8nBYHpUQrk1yvl//sUZOp0uuq7xI5/qHHlUrt/eQ9NUTIhEzFf7sDXVcKotPvznA26ObnO+bvDR1x2nOwm5PlAZYU93Ij76CgfbqnDx1CrdToeBnzxrlhukbO52ieaci0q5rGiVUUQ0iTANg9FoTCwsnnzqSSzTpFqtYtk2H/qORd71uSHXDjwuNC2KhuTO1g7vftkpnt7useymNPWIiy2b9Z5iRtwe56ROg42B2o3dGEke/CqcvbU7j3SBJ/Z9fuXbyxTsKh/7qsdb/kvApYWcN31LhV/84ojr/YQLTZM3fZOgsXSGBz+9NWe1wJt+bxPbgDDtc7Fl8pb76/MVPdyeabz90wdsz5Tk+U0vCI9gX2EqOddUlMyLTYvB3haPvGaBaSx4+LN7vPXPIs4/fYdHv32RlUaFwTAlCAO1ug6mnKyZ3B7qnK1LqqUMTTcoGkVMw+DUSonzjRk3BxmnK1A0pFJAmQZbhz1aVZv3/6nH04cqBfqBl/iUi0VizWG992wf7i9vj2kWLR75rhPc2tyiYkkM0yAIfaySwDYMSkaObVm0Wq0j4mkURhw7fgzbtmCoSr1xHKFbGm//jwesd2LuWfJ47yvqZFmK69bRNEEUKoLh3bvbXL9+g7W1Vb7puc/FMk3CKDoKctR0FV9UKLgUCg61Wn2euSXJswzf80izDMuyiOMYTWgUi0UWFxYYjydcvXaNZqOJPef7mIaB0DTGk7GyL8yVoMPBkLE3wiwJeuMuSZJSrzfmyckjkjhG1w1su4Q3gziSjEZjgiDCKShGU7FUnPd0BFGQYDg5MotwLYNpmKEVU4rlIrdvb3Hq1En2Dw5UL8t1OTg4wDRMdM3ALRYpFUtIJKbxP7O8/s7DNEy01CDwZ6RRjpApUgrcikOcgz8LkWnKbOhjmy6WaSoufC5J55I6IaBSrrK1P+TmfFV2tRsd1dCfPgjY6WScO3GMrpfjhSnruxPiLMCxJhSdEbauo4cFhJ5QKAfYpiqsJFmOzE18TxAZM0XJA/I8J0nUYGSaBq5ZQsQ602xIPAsxdI0kzTB0mxIVtNhC6imBOSLK/Xlej0QT2tzolKHpKhwySzNM4VCSTTRNw3ZtemmKWW6yNRVIYDc0scpNXC2j4KrVXywc1nu9o+DEnhfzsa+Gyp199Tbvf1ULEc24MM/GutiysPOI1UaJwWBwtKs4WxU0S4oYd7YacWsk5/4TVe75l3/UI86U3ODGMOMrT1yjUXSOyj8FU3B8sc5gMGBzr8uxdp1+r8eVpQJPHwScbxpcOtXG9wPSJKXRaNCbZygd7O9j1mt8+K9TNqeSi02Dn7gYkqQpdqVJ1db42Pee4OrGNg4KquT5AQ9+psvGBK4sOHzin6/y6OsaPPBH26x3As7WNJbcnHMNg/W+umbPoHj/9qEjGI+nPHmgIlmeOoz4sU91nwVe9RIyrUzZlDz86jZ7s5w3f1rx4NWEK7jeT6mUypxvDLkxSDlZ1bk9UubCpw99NFHiYvvZ3dT7XlFn66DPmdUmSRKTJDFpJhS+GcVen8UCQ4+xTJM4iSmVK3zwMwlbo4yT1Zw3PS8njTIyYmxTzD1WBu/+1ipOpYUjYvq9AcVSiUe+5HNrJDlZmbE14ag3Y5ebpIlHs2weJSafrgoqWkSc6AyHIwoiJo6ZJ0EIMlJkPsdOz3chlqUWMZZpMhmrwblQcLBtS2F9CzXWO5MjYUBn7FByVJ5WmqaYlsmdrTvc3rrNieMn+OZv/mYqlbIS7ViWMhgWCoSRShi2LJUjluUZhmmgaRqz6RTTNImimEajzjBJmEzGzGYelUqZKI4pZ2W1G0hiTp8+rfofrosmBP3BgNFwyOrqKn4QoOkC0zIwCxYyzRn0+9TrCnQ3GA5wbIckiVlcXMJ1XXR9B03TKLgFlpaWlJJ1fg/5/hhdS8DIIdMwdIM4jVhcXmBne4fz58/RajaZTmc4jk273WbYH9FoNo5Y81maMRgM+HqPb6gJJc8kIrFIogzHVhdgMBxiF0xklBOJhDTKaTabFIuqHKbrKkBuOpsqx3wUA5JjrQpXFiRPd0LOVFS56Hov4XQVXNtgllnc6c7IZUrJGeI6PaSMMXARvo2wQgqlAMdWlyDLVPkpDgvExHPllURKSRSqeq1lW+iajpW7SCMlzAIVFCd1iloVPXYQhiSypnix+gQrqbRACIlmQBZJNFPtetI0o2xXcZIqGBm5GTM4DHAKBZ57zznO3lIr40stm4KmAgC9mTcnWcI9Sy5PH/ica+jMJtMjs+L1XsLQT7l45gwfP5FyMPaYzWb0+j3q9QaWbfNzL9bpT3WW60U6HcXtfuiVDe52hlCo8LbPjACIMjhR1bkzVp6H390tE0QJQarcGFEqyQ2XD311n41xxJlqj/e/usFDr6wz9Es4IsRyU3JhEAcaW3fuKLNdllFv1Bn6KZvT/rzPkODlGv/68Zxb4w4nixnv/tYpy7US09kMt+BilurKn4Hg6U7IG37zKTaGKgDx995wme72JpZp8sPnU97xpWfvvYttByFzrnWVZ+fssUXe+kc7RxMI8F/9Pwd+9WsJ7yqOqFQqrGkRlxdUg9rW1WR6pgIzb8bbX2AhnCarzSo/8bvX2ZzCvctFVpsV3v3SjM4kIBwN6Ewcnn/5HJ7vkaaqEW1bNhfnpb0zVY3+7h3KJ4+jGwYkMYeDgJsDpYzanui0Fk/TKtmYusnBwSGGYZBmGY5l0SpZpLkGQrK+uXNkLLw9hnNNg435wqJqwzBI6Xa7PPSKBkFukIcTNg7HVM2U6SDCNA2GfkIry0mSBKGlCJQ5uFIuk89xvFmes7a2yuHBIVJKppMpkWVRLBZpN2pcaHW43ou5slRgserge8G8jDXD9wJu3brFfffdh21bzGZT3KKrFJxJwszzKLgq3Xg6nVF0XWxbWQmklpNKcN0iSZpg2cr/BFCpVonjhLt3dyiXyywvL4OEu3fvsjtP+TVNE8uymM08GktLzGYeQRjQbiyCnqMLpdwa9AfcvHkT27ZYWV4+qpRUqjXCMCSf43zjcUytWqVYKqneqJQ4ThkhdQzTJk4DNJFBqhSkvuezu7tLlmUEQYjjOCrKpVbF9zxmU6VGE/CP75QXQtSAfwXcM7/v3wD8M+B1QAxsAP9CSjkSQpwErgHX57/+ZSnljwshXOB3gTMo1vwfSCnfMX/+HwY+DOzOf+f/lFL+q/nPfgh4YP79h6WUvzH//ingd4AG8Bjwg1LKvxctZlkmC+1FpIRyuUzRdQnDiDzPINapOHW8JJhjf2NkrvC6CEGz0WAymRDHCbVaDdM0+bX/dYWRnxKOu+zvHxBrNjKO8PUa3QMPQUy12AHZVzCrvIpIDXLLx7ZVwi6ogR0hEDj4HoT6DJnN/dy5WoGlAdhZEV0a5JlGqkfouYOuGThpielkhtNKiVCS5jzP5018cdToR1chR3mmJpqa08JKi2R2RCJ8bL+KqUtqVZfpbMKPX0zphIKX3rvCdDIBCZ7vIXOJaZr80vec4M5BHxF7VCtVLja7rPdiTpUlrZLFwcEBtlPgkT89VH6Ghs7b7ktYbLfp9XpcOLmM7we4bkF9UCYTpIQry1VcY4yfSjQBdyfZ0TVc7yZHhkeAE2W4tn6djZF+BOHq+WOKwRTLstGMkDjxCUOLZnuROEjoD/oMhkNWlpcpiJAriw5PHoTkwK89mbM9B19teTp+plE3TVaWl7l95w6/uWmRKzkBF1oO690QCTx54LN+7RpGFjNJ4PRyi3sWZzx9GHK6Kvjgty8QhiHdScjZY4sMg5SnD4KjV3K2rrMxyjhZVs74XCqY1q0uPK9SwbIsPvzaNQZegkSSJimPfO6AH/lUh7NVwYMvNZh5Og+9qsnG9iHPuVBjPJkQhRFnjy3x1icS1h+bcnlhi7c+36BcKnL82HEmkwk/9+KcWSxolS2SOGZ3f59ivY2Zx6y1KjxnRfK1PU+ZVh37KIW63mwymEa0qwU63S69O3u4IqVULvPwF72jBIQrizbvfVkNo1SnbEr29/ap1etsbW3RajVpllze+mchNwYaVxYkP/28Ag//+YStmcal9pC3PN/GLZQxTJMuYwbDIa1Wi4ODA1zXZbszwshzZJ6zNPeA7O7t0esNeOD+IsPA5NhKhdnYQ2ga/UEfIQRPPPEEz3ve8zh+/Dj7hwc8dWub5xrmXJmog4TZ3KAoNBUOCdDpdii6RZXQ7LpUa1XVdJfPfGZVT2p1bXXOfxdkWc4LX/hCbt68ycbGLU6ePMVoNCLLUsIwxDB09XekwDGK9Pt9prNDbMvmxMkTFF13jr72sGybKAwJfJ84iVlZXiYIQ0xLjSdxHCs0Qi6RONhOhTzpIpIIIzcwLQX5WlpaPhLmqDEiV6BBw2D9+jqdw0NOnjyJ7/t/37D6Xx1f7w7ll4H/JKV8vRDCAlzgT4Cfk1KmQogPAj8H/Oz88RtSyuf+Hc/zESnl5+bP8VkhxHdJKT89/9m/k1L+5N9+sBCiAbwHxbOXwF8LIT4lpRwCHwR+UUr5O0KIXwP+d+AT/9AL8T0fz/MxTRPTNCm6RfYP9qlUq+iaThykVCrl+QUySeIEoWlMp1N0Qz+6ibrdLuU8x9E0vDSlUHCYdvvo9ZNM/BxdS6i4+0hGGJqNGRfJyfG1IekspOjaGIY2Z5QIdM1gNrZJtIg4DxBCiQh0YZB4kpXqMV7wTd9COOfbx3F85KOpVmt85kufxs8H6sbgGcmwOLphdF0gkWi6wBUNTGFjJCap4+NnU0qiTjhJqDWrpMTs7O7xsa9p3PENPnl3h4de0SCKQnzPp1Kp4LqFeRnAoeSa9Pp93vPyGoNZQsmYS5c1jVR3jmr8NwYZnVGAqQ8Uz8Xz0TUN07IZRTkf/MuQm8Oc89d3+Q8/dJbPP3WXD/1leDQwacA9SwVyKbl6GHJpyeUj37nE1554kmOuxd3A4GwdFhsGEkHvcEizaTKb5hhmgcG0i6kLGu0CWaxzd2cHpOQtL67zhk/uk0vlSL+85HLt0OeeJZfTqwvs7u0pNktrmVujbVQ3Dn76BS6/8KWYm6Ociy0TSconrptsjEPO1WIeeGmZVK8Sj/sMBwPcYpFG0WA6nRBMZ5xvGlzrpXPoWcZHX+lyvFXlXX/a5Xo/xdbg3X8RcP7qNu99eQ3Tsnj080OudSLOt50jJ/utscSXJo5W4Nhai163z5f/5iqXTq+xurZKII0jM+DVTkgk65SlyraLophSqUSuC8ollyCKePfnR2xOOtyzZPHul/l84DuXGEcwm0yYzqb4cyzt+/9iytVOxKWWKj1d7ydcXnB484uSOdtGXbOf/paycmUnMeOxj2Xb3O2MqVWraJpGfzb308zPL7aPsTXz5l/HdP0Sz1tdQNN1ZL5Bu91m/fp1VldXed8Xxjx9OObKgsPDr25Tq9XpD/rEUUSWpqq5bmmMBxPIBYWCRZbnPP3k07Tbbc6fP8ed7bs88iWPjYnFhe0DHnplE4HyjdTtOrlpKhKkYVAul4miWIW8OgWkzInmXpQ8y4ijiMPDQ06cOEGxWKTT6TAcjTi2dowwDFhYaDMcjdi8vYnruvPAyClhFLK6ssrh4aHKIotizp07pxLPpeKj5DInTRWzJYpiLNumVCyRZulRZtrBwcHRBKAa/zmars0VeQ2kCbOJh2VZuK7LE088waXLl+h1e/T7fYrFIs997nNZWlTls7s7O6ytrf1Dw+rR8Q9OKEKICvAy4IcB5ruAGPjjv/WwLwOv//ueR0rpA5975jmEEI8B/9CZfgfwJ1LKwfxc/gT4TiHE7wCvAn5g/rjfAN7LPzChZJkqZyVJwmw6ZW9vj0qlQqVawjAT9Dl0qlarER0e0ul01RtfcNnf3yOZb4WfeuopTNNikkDVVkz0breL5lQYBynCkJQKh+iaj5FWkJFOqHtM4j66qUOuM/SUbLdoq1psmjh4gSQ0pmoHoV4vWaaiNkzLoNvt8djjj3Pf85/P7u4u3W6XRrPB/S++H0PXn71mgJg329N5H0bTdLKsgBBF4nGCWQPfGhBFAZbmEM8k5UoZoyAoWmU8L+SOnxylwAa5CdGEcqVMtVql4Bb4sd++yno/4ULD4OOvP6e47TVDnVejwWAwwEIpeK73U07XNNZaRRAwGo2oklNwi7zvz0ZszGvsoAx600jyH9afnUwut0x++kUVTiw2iKKIVC/QcA3u7uywtLTAO+o+FApk0xmDgwinZKIZktHUJ4kydCPBsHUqJQOhJdQaq+i6hSY07ty5c9TrOd80+Oh3r9EZB5xdbRMlMR/5q4TrA5+LTdUjuTnKubLo0CyafOS1x9jtT/ilr0x4xxefdfjfGuUMvYRmUTCLI9AEwzCnXbYxDJM8l0Txs32V2xNYWlzAdXTe/gKHjVHOz3/JR6JMeJNIkvkeVztqcl7vhJyqCLamOVcWC/zq4wFP7fe5slQgTS3WuxXO7s/48Gt9wiA4mrxyCb/81RkPvrRMNp2yvLzCW/5wm2tdFXH/0y+qKq6KhKcOYhKtSqdzyAe+HB95gR55zQL9Wcy1Z85l7sPJURNCs3GCi+0xVzsx55omrZLNwf4B1WqNMIp46AuTeV/N5t0vNdFi5Re6MUi50DRZdFIuNA3WewkFQ/DOP5tx5cYuv/DdxzDnHJQ4iuiOQ64ehkcT0TSRFGcTwlAJMIQQtFsLSCSGoYEQ9Lo9trfv4nke9957Lzs7uySaw+bEO8rLm6XQLNpcXDvGzVs3EYDlB9i2jaYpLpGRKqSEEILxeEyxWMLzZsRxwoWLxyk4Kp4FoOgW6XQO0Q2DpcVFLNtG15TfLU1T0jQljmJ2dnao1qo06nXG4xGWJUjTAKSGUPEX5JlKPSi6rlJZmgoONxqOCMOQgvP/svemwbJlV33nb5/55Mk57/zm+VXVkxAgCaEJDSBAjRkad0dHd0QbDCYkYYmWQEhCA2jEGgoEMqEIwHQQHRjsBsxggwEDahoQkyRUqnrzPNw55zOfs/fuDzvfrRKWUX3oT63eX96952befJk3c6+11/qv3z8giiJs2yKexygl8Tz3IAltd9rcvnln0X+xCcMQtBmdMKZfOUVRkOc5jajBoUOH2Nvb+zLb9NPL+vI34SSwB/zvQojPCSF+UQjxDwH5/xz4/Wd8f2Jx2/9LCPGyf/gLFyW0fwL88TMuf7cQ4gkhxK8LIY4srh0C7j3jNvcX1wbARGtd/4Pr/9USQvyAEOLvhBB/Nx6PSdLUlEIsi26nYzLlOCFNY+q6NoBBrcnznGYzwrZt7t27R78/4NChQxw9epSykvz05zXf/9s7vOdTY/wgYGPjEM85d5KBl9MK9mnYEidromqIrSHTch/LEdi2hXA1cVaxNU0YxgVJrpmOLSo3JS0TqvJpUrHSCssWpEmG53k8+sh5EJpmK+LEyeMsLQ0YTUbkRf7w+ZpTyQLhLYQJJlW9RlmdxbKO0Ox0qLyENI/RGkJaOMLFcgWWLSgSyaDpc6ZrYws413fIxttIKRFC0Gw2ebA/4/LwaYXOrDRlmCgybw3P9ej3B+zv7/PT33mCs0seNxebZCOKTK26rrlya/OLgomFmT9J4xX//kcAACAASURBVDk3Zou/IfCWr2/T9S2SOKaqa5Is43OXbrKyssL6+hph4LO2ZNPue0TNkOH2nHyucN0GNHy8sKYoU2bTjCyvSZIYKSVBENDt9fj4dxzn5765y7tf3GQ0HHJ0xdSNH+zNuDKqUdo4EGaFQfXkWc6dvalR3zkBVxeqMzCzKaf6Dm0PWq0mnW6Pxz9T8+Y/TXnPn47Y3Nxke2wGFR+uU32XhjDZ54f+MuaDn07xbVPyOzdwWemEDJqm32ELeHTZ40Ov7vPhl7j84IuWeXIrRWr4wlZmSMOLQJQpC9/z+eC3nTr4sF8ZVnitAUop7mwPubhXGIbYsKLX7XJhrYEt4GRLM93aJy4tLi1gkJf3S3anGeePH+JM38EScLxlhlutRV9tvdvio689zKmuwd6864+HhAs/n6SyFqcR4ymzNU5wHIf3vaLPT3694L2v6DEeT3jTBcVbn1NSSJDaiF22R7EZfiwKHrtwgX7kcrJtXu+zA4fVTsB4PmaeTNGYzHw6nTAcDonjlKqsuHH9JpsPHvDil74Y2zE9g15oc2GtgSXgsZUQGU8YLeZaOu02UdTEcR3Kyhjkra2t8dAnyXVdur0erVaLPC/odDqUhRE87O7uojFCgY2NQ3iex97eHkVRcOLECZaXlhgOR0ynMzqdDq1Wk+XlNpo5Us2o6l3qehulYx522PK8oNftsrGxgSUEe/s7bO7eB1uiqCmrgv29PfZ29wgbIRuHNuh2u0YIEBp3yjhOGAz6PHjwANd1uXXrJlmW4bgOvh9w9+5d9MI63Pc8Bv3+l9pav+R6NiUvB/ga4I1a678WQvwM8Hbg3YsN7J1ADfzK4vZbwFGt9VAI8bXAbwkhHtNazxa3d4BfBX5Wa31zcZ/fBX5Va10IIV6HOXG8igMPsS9a+h+5/l9f1PrngZ8HuHDhgm5GEXmWYTveAa/LtlqMxyPG+3t0Ol2D6q5rVtor3Lt3D6UkliVoNBr0+33iUnBlNEUuMqNUOmilOHfmFNNkxCieoRKbpJ4igwwlFJ5vYJNSKVAWsgRVCoaZJLMsbLckFXOEWASdhW1v6If4TkQyzvj7z3+O2k/JVGL84pWZiOe+oQB4OMhaHvROhBAIy0LrEClXAWjYe9h2TV4bSXIzaCIngm67TSUL6szCwUZqxftfNSDXLv3IJc9ybNtmPB4xnUyRsuZkC27NjaFTHY9xHVNqimubLM9J4phWs8nOOObqIvhcG0vmhSYMQoIwYDSccH4QcWVYcbpn80MvaOJUCYeXO5ztG6+MM10LUSTYjS7Ndps3/PsrXJuav+8jT97mXS9pkmcF7gyKROE62mSTDnzoU5qbM5fTfZe3v7JC1SXTecpwr2LQXWV7Z4d+v09dVRxa7jArNI4qmE2n2I5BfT+cOznVd7m+8EC5NtW85VMZgXWXSvMMrpiLtmyu7OZ89DMWH/+OBruz3CipNNyaC1rLh2gVc0JnQlZDaMPPfvtRkiTh5qZRkGmglIJPftdRGuWE+WxGLSXve2WfWakJMU3jT36+4Nb8LqFrkVbmhOTbgkJqjjYk21s7nDqySlVLY0S2m3Om75AMt7BtmwDJhdWQp3YyHln28XXBJ//HcwzjgnS8x2cvXuWxU82nZ31WAtb7TaazKe98ccSwdFlrKPIqZ2+S88jxJdIsZZxU3Jqqg9PDtFBEtmKp6XGmZ3F9rDjdszi1scRkOkUpY5yWLVwFbctmNYQzPZurY8mJpiTeucvSwPizCK1YX1vhY6/1eLA/o2FJ9ne2afZaoEKyOCeOYw4fPkxdGQHApUuX8TyXl7/iZQgLtIRer8fm5hYf+dZDjJKS5VZAmqY4jsPu7g5JmuI6DrbjUOTFwexLq9VcmGIVtNttdnd3WF5eIk1TkiRmOp1i2RZZmtE/3EdYgmYUHRCH8wUfSwjB+vo66+vr7O9vk+e7SJkhRInWEqWgKCHPSmRt3BWXlpZNH03WNAYu82KCqiSZzIkTQWBHrPRXsC2bLDWmfK1WCykl0+kUKSVnz55FCMH16yPC0Df+8bWi1WwRhiFra6sopdjd3TX2Ac9yPZuAch+4r7X+68X3v44JKA8b5t8GvFpr05HSWhdAsfj6M0KIG8BZ4O8W9/954JrW+uPP2PSHz3i8X8D0Rx4+9iue8bPDwKeAfaArhHAWp5TDwOaXeyJ1XTMcjciLgkajcWAXKoSF54XYtken02E6nR4Y6sznMZ1Oh16vh9Ka7Z1tRD1fIBxSzvRsNvoLDD4gpKaYSNyeopgmWLVAOKb0ZGkbXQmEJbA8BUogcHCsgNKdU1bFwf/Vtc2siVuHaEvRXbdQucXMmhifEwSiMh8K4WlsbVFXEmHoLGhM413jUtV9tLZwnS0sVaNc04BzbAdPR1RKEEURQTDgzp27yDrGWcxjDHyfuzsjWi44jo3juPi+z87uDu94UYR0Gqz1mii3QTLe5Z2/dnHRgJ/yk69ZNWqWIuZU22BJHlsN6YYORV5TlhX9fp/3HWtye3OPI8tdhCUYjTRaad77DV3244KWa+TSWmku37x3cHIBoyhLpYVtOURhF9+WaC2QUkPT5eYsNn2GkWb7gcXqoIHfsCljxdbWDtPJlPlshmXbPP45ydWR5JElj5/5rpO88Tevc2VY85y1Br/+PSeR8xEf+HTC5x8kB17n+YJBltea976kwWon5PW/b3xcLu+XfOHukL6dc7ZnHBjPrYScWB8wzXuU8mkl22evbzFwClSa8ehKi4u7Bc9Zb3B6qUGeWwdllaquSZKMrEzYnxfciX1j8lVpHuZaWa155wsE/8dTmKDn3iWvNGcHDv/qJQ7kcyBgfX2doih4/NtcSuFDPiPNMm7fuk1e5Hz0MxVXhj3O7Kb86+8+zeVb9+n4gslkwmB5wHs+NeLizpRHVwN+7MUhh1c84iQmy3OW2+0Dh8fjLcVqOyQMQy5evMTbXtgglRZOlZIXOd2FnXZdS6RStNttHNsmy1Le9iKPEp+9GxeRdRfqing64tp8guu6i0xaklo2mYD7d25jOw7tTo8gaPCFJ540Hu6uy3Of+xyDw5+MkLVkMBhgOzb9gZHlBraF0h737t3D9z1aLWM2NRyOFpbfNSurGyRJQlXXSCk5dfIkDx5sUlYVbcchbDRYW1+nqipzAnBc87drRCRJwsrqKnVdcffeHQLf48iRjYXCa44faIoiQesay9IURU2a1FhWQKfTJk0zRqMhO7s7OI5FXmZor6DSBSUFlmMRdTt0vQ62bZvqhmVjWRbzOEYpBRps26aqK+bzOZYl2NhYo65ztrdHNJsLorfvL1RrBmD7bNeXDSha620hxD0hxDmt9RXg1cBFIcS3YJrw37Doj5gNVYhlYKS1lkKIk8AZ4ObiZx8AOsD3P/MxhBDrWuutxbffjlGJAfwB8CEhxEN+8mswQgAthPhTTN/m14B/Bvz2l3sutm3TajVNZt5skqQpAsF0NiWJY44dOwaYwGMylF2Wl5exbQvX85B1zc7uNlaoecNzBPI5Leyq5HOXbiGVxnMvMd3fwRIWVuERNVpkaUqtKqhtcAT4CmFJpJS4rktTtMGSZLXhYzm2Q2A18eoIgaD0EnKVEJV9sA2emtpC1oClERaoxAJbARbYxvJXK41ULlKvo7XAtvdx3V1sp4dVOwapLzyqucb3A2zHcL/6vT5bW1usrK4SxzHv/pMhl/ZLTnUE739ln5MnTxgkd1kaxPbWFm/9qwnXx4ozA49rzyiDxSX0GhZpmvGh16zyYH/GoX6T+Wxmmpy2Qf1XZUkgKuIkXqhibLanGaFlsdFr0u312NraYj6fc2xtwIU1zRNbJsM7t+Rw+vAql26WWDgYMYDJ/Lqhx9mB4OpQcXYAh1d9ZqOC4VaK67iAIGo2qCjIpM3VkUBpuLRf8vnbuwcQyie3U7bHMUdbDT762h6fuXKft/9ZzMODsgCOtxTLQUYymnK86XBrLvAswY/84ZCzA5sPv/YQ7/ijPS7vZPzL37zOz333GZ670eTzmzGha/HuP0850bF4/Vn4wUdr0rMej51aY29/j3FSUadTXM/l8c/W3JzCqa7Fx7/9PM/d3eOJzRjfEaRmqJ8zXcFKO+TOAuqXVkZifXVUs7FxBLKmgRMGAZlymM/2DahwPKbIC+q6grDN1WF2AJ28dmeT9V6EFoqqrrk+nHNxJzen9J2cWR7S8Y3/+Xg8YX+e8xPf0CXXLjKdcOnOFihFaIGsS1Z7PaaTkuFwRL/XY3V11WBjJKysrBjLYBusoKbj2JTdDnVds729SRg2qBY1/3any3B/d9EjVLiez8ahw4zHY25fu44XuDz6VedoRi0G3SVm85giKxksDXAcB601zSg68KQ3E+sRjmPTiCI818X1XKJGg+l0xr2799Bo1lbXGE/GTBenq6NHjrC3v296FUWJ7Zj+xNJgwNb2Nlpp0jQxIoThPqurPkFoYYmKRmQxmezSagt8XzCZ1FSVoiwVrVZEFC1h2wY2qUcgLOP5rryCtJgZg7CqRAgLred0G0t4kYONTRLntHs92u0OtmMz3Dc0iziOcWyHbrdrFG0S/MAjz3PanQ6TyQRhWTRbBunybNezVXm9EfiVhTrrJvC9wN8CPvBHCyXRX2mtX4dp4L9PCFFj5MGv01qPhBCHgXcCl4HPLu7zUB78JiHEt2NKZyOeFgCMhBDvXzwWwPseNugxwezXFkHqc8C/eTZPREpFXVVMJlM8z9iKzudz1laNnNh1HRqNBpPJBMuyWVldYW93lziOqeoSbIW0Syxf4lWCSeoxKhxAsuzNiDohlV1QyAK3iNDaJi3n2KFGOBq5MLPQShN6EbZ0SKwRlrAJ7QivjqCykG5OTkxZFwROA1HYpMTUBWBrhGcUW2iBrBR2CEJodI1B1Rc2tVjF8nO0lth2CUhKUkLVox30sGuX2bygtd4iLROG+yPW1zbY3Nqk024zyuSBtevNqaY5WMd2HO7du83q2ipRI2KaS66NjXHS1f2Ss0seV4emEX94uY3W4Ac+nXYb3/XwfI8HwznHWsbpMmyExPGcw0c32NsZkhcFj3+25trkPo8seXzgG1d4sD8njWOWBktIKfnQN62SSos0Tum3PN74mze4uFfw6HLBu17awrFsM58jNO94qcW8lCy3bSzbxhJN4lmKsjT9fg+/6ZCLCVU24kSvw62xzamOICxGBlg5krg2vP637nNhxecD37jM0Z7Hma4xu3p02ed/OpbRjaC32saflLz1+RXXdmN+6qlwYdsr2UkFV3YzFPD5BzGjpOJnv+skd8Yl/+zfXjZmVRPFJ68GvPVrBGu9Btdv3OTxzxrfmNM9m3e9apWb0wcHt90azfnYtx3hyTv7vPk/m8apJeD1X+VTltUXve8FcLoriPe3iSuQWcIH/yrnyn7JmZ7gfa/oc+TwYUbjkaFp18UBKudU16aaT3CX2szmMz74lxlXhzWBK8hrc/JZirwFZHHET31OcXVU8Mhyzr/+p2f4wX+/y8V9o+g/17f5kRda5FlOoxEhpSTXLvcfPCCKjIw/yzLu7U6wbAvHNSftdn+Z7e1tOoMVVlZW2L5/l43DR+n0+ihhc+f2bRDQ7/codM3KkVUaayHTfMhM7TIfThHaYnV5jYejf5awqcqKJE3I0oyw0SAIAg4d3uD69RusrKxQFIXh9vk+/UEf13MJg4DpbMZkPGYynnDhwmPGSz6KaLc7pFlKWZQLbxbj4Nbpduh0O9y+dYswtHCc2pSxpDb9Um0xn4V4vkWeS6KmS7vlY9sOi5aosbqoa+MOKQpiOSIrTIkQoCxKtAOjdIdCp/g0aId9mgs8jVaKIPAPkEuT6YT1NTMjI4CoYZ5Xp9MhCEMm4wn9Xo9sIS54NutZBRSt9d9jpLvPXKf/G7f9DeA3vsT1+3zp3gda63dgZMdf6me/BPzSl7h+E3jhP/of/wdLKYXnekTNJv7CV3k4HLKyvGJAddqgScqqYjyecO78ObIsI8syut0eju3Q6/fYSx5QFTm6CqicPrq0CL0cz5agbFIEeenRDuaosU270aXyEgqZLzY6C6EFnmyivQpbOESyC4WNcktyO6ZSxeKNIvBUg6LMyaocOwJtGctirU3JC0s/rScXCiFslNXH8hSWNaaWGzjCDH4VMsNzG7hpxGg4BTRe08FSFv3+YIFisbi7O8FVOSfaRoF0Ya0BQrC1uUkYhrSaLabTKY7KDxRSp7oWH/7mVaaZIhtvM5vNGe7vozXMZlNzUvl0ytWx5GRrk//1yIQwNAKJJDGT7JNccm0cGmjhXsGbf/cud2PByY7gPS+LsS0bpyiMz3accHvucnEhS764V3D51ozIMj43s5l3APHLdk1AKYuKqNHEcRyUluAJ4nhGlid8z1cnpIVNv+EiRZM3Pq/BR/9WcHtmMv2LuwX39yZ0PMEHX73EnZ0x3W6T6c4ErxFSVzVlURH4AY+s2zy6a8pep7oWH/uTuyxGi1Aa3v4fb/LJf3qak0shj6xFPLllEMs3J4qdifEun+aKO6mDwgSQ0WjEmYevdRviOOHOrZhjgwFnBzZXhpITbcFy26coSwK7IpfgW5oPfL3D8fUB7/6TIVfHEle4FKqAhRXyOK2JKuj3+gsf9D3e9kLFKBZsDFrs7e2xtbnN6vHTXBtdQWHcOR9/zYDHDvfY3t4GIJW26ZchuLRX8OdP3OTifnXw0b82UkxjScGMTrfDT/5VxuXhjDNdi/e8TOD7Pj/0W7eME2db8MMvqJkmM5Yij/F4im27+P6c5fXDjOcx1x7sE4qa9cMbRO0QaZWk9YTd8R0m0wmWIwj8AF9YWI4gzVJjauY4aMVBT8FbmEyVZUFVGS/1zc1Njhw9avyS5nNGwyGHDh0iDEPa7TZZmjKfz6mlJMtiel1DGPZ97wBXPx5PcB2X8Wh8MHfiuMZXKc9LgsDG9x0aDeN1kucezWYL17VwnCaWFaK1QbpMJhO6/S7b21uU4ZwsN4FLA1oqk1zKmriYUukCr45wtG9GDXwftKbVbtNoNJhNpqZUmmUIS2MJmyBwmUxM/9haKEzv3r37/27J6/9L6yFuZLg/pNVuHRz7lFYkidnAwzAwsrzIZE9pkrC2ZmrNaZZQ68XQoLBQyqHUNqDw3QRRC2pLk5UdBFPm8ZwgChC6hZ91cEOfVMxRWhJ5bVw8QCEKD9ya3J9Q1BkPxadag2e72LVHFcYGi76Q6ti2+UJWRgWm9UNFl4XKmii7jS1uI2UXQYmSKVJKHMemsBKyuSRPC8KVHo5jkw4LGoMWcZrycxdt7qYTjjcV/+JMgfYa/PLVnG//xS9wuiP4xHefZjYzCO0oavK655UsL23Qb7js7++zurLC9XlIa1GPXRoMKMuSrSLh6tjMG9ycweqxU3Q8QVkW9Pp9gsBnPB5z5v6Ia2PFobDmbuwYO92p5saDfQZND8uw+bEsCxtTjrsxUZzq2hxZXzI14/GE9mCJopRU2kxYS6WQszGTqfFRP/vIKebVLmWVoVA4lk07VFQ6R1Gi7IK78y4PN8NTfZvIkiBc9pKST3y25F465GTb530nIlSpaQSRAQDaIe96qc3mOKX2u7z9D7a/6L345HbK9/7qZX7hfzjNh1+zwhv/wy1uzUy2f3xtQKvdxt7Z5dEVh0u7OeeXPB45vsHbgi1mtcMnP1fy5k9lnF9y+bGvj3nLV9t89LOCG+Oan/yrjPd802FKZTQvlba4tzvB87yD17/QT+d255Z8Pv63c6794UXO9h0++E0rZLj4omQQuQjg2LGj3Lt7n3hvk3MLqOT5JY9jXZdamn5CWZY4dc3JrjnRnuxpDvcVDccAKgFO9yx6oYNl++R4XBnODlhvsxJmeztcn2KGVGfwkb+1uDdXXFh3ecP5E1y5fIWqrlhWy/zME4KndiVn+w7vf1WHRssnKedMs5oyrwxEEWOTi6OYz2J0bbArSapBGIL38mCZ8diowdLMGFO1Wi2GwxGT8YRGI2R/OKTdajObzVFKkSQpjUaE47rcuXOHw4cO4brmtSgWPVo0i/J6xM7urgFYDvosDfqU9cT0PIV5XdTiRB1FktnMQ6kAx17BshzSLCOOY5pNIz92moJUlji2i/KMGst1QyKvhWVZCMeUfB18bNtma3PTnPLabdqdDoePHObevft83Yu+DgGkaUarFZHnBQjBvXv3QUCn0zmYv3u26ysroFgWrWaTTqdj6K5SMugbrtHD5mBRlAtfA+Ml/ZAX5Ps+QeizP9pDKBvf9VH4VBIsoQncGnKbDBclNXY1QUkorBxpV6jSwkubRNESwlXIAmZZjBVqrFZNLs0E+jO9SYQADzPIl1fZ05yexdCjVgYWiRILgyyBJW0kHWxnjBA2WnXw7HtgQTzPaDQa+E6DWVnxb7eXuHXd4eSllI99yzqylnzhym3upg0UgjuJTXd5nUbU4NrfbB188P/mcxcJREWn212UpxTnl7b48Zd38TyPN/2Hm1wbS872rvGhb1qhLEtu3rpFluac6XW4NlacH3gstzxms9mB3fJ4PGF/f8T3nalJlEsn8PjE53LuJIJjHY9wsE4mLKTWxIUkcmy0hu99Puh8ghO0eZAJQlcQ+jUPkoCsMJLmyLUQwsEP1+kFAWU2Z3d7iNey8OyAWpl5HakktmVcG20152Svwc2xx4mu5oeeoxiNU37pdoundkseBpqbMwth95DFkLou+MjfltyYmp7I/ZkkVzmWoWEcmIcBXB+W/PNfuchbngdvf4EHfpPQkuS4BKUpEb3vFT3iSrDWiyiLglaziSwUV4f7T+NiKotCO9wcpwc9oLquDpRZnqX5xLUmp3YyHln2uLRX4tsLVdqyz0+8ep3/+d/dPmBt/ejvb3NrJjndsXjr8z1zIm21OHrsKBcvXeZt33AKoaFhS+ZxzGhkSi9+08X1an7wJQnDpKAdwP1pk1waKbmF5k1fGxJFvlHW1TXnlqZc3q94ZNnn0ROHKMtlTl++wbWxwrcFt2emnPPkVkrwonV8/zYrKyu0Vw/z1B9dRwHXRpK4svByhSU97CJgtX0Yx7MZzfbJ6xSpJYWVE4XNBfZ+yjQZU5Ylo+kQ1/Koyor2YtjStm2yLCOO53S6HQaDAUWeEwTG3nc0HHL69Glm8zmOY9NsNZnHc7RSjMdjlpeX2dreBm1KS51OG9/zTW8CjWKKXgww245FELiLKokgDAX7+ymyNhRztKbb7TLcH5KXBWErIB2FBEFEpUpTWZEuLaeHJRyUrk353vNYX9vAdVzyPGc+j9nd2aHX63Hzxg1s22Y2my4Cn0M8H5mkwLZxXJcsTem02+zv7z/rPfYrKqCURcn29g5JmjAaDnnswgVDCC0KsmzBxamNo6OzYO1UC2fGsiop8gLHNdwsSznUQtOzYrJ8jqs1SjsUUuDIBzh+QYVE24JSltgNh8BtY+cutrKJq5hwRRCrGVVpNifrGagUIQS2cLDrgFyaGRm0QGZ6gVQAIWws20KVILTACgDlooSPbU0WUmEPIQU4Asd1afsD0j1Je63LrSfM77kxVrzlP27yw8+Dr370FMdvPzB1+65lstRmlzM9y0yx9x1e8vxHGQ6HbE1irk2e9tu4enuTWtZcGwdmSGxU8+S126x2Gxw6vEpdS95zXDBOKg4vdZhMJwgEcZyyN45RTpPCXqJq2GgFlSN5w4VtJu4qriXIK9BIfvnzY+5OS452PP7F1w5wbYsosMhtwTSXtFyze3u25BefHHFnWnO84/J9z2vj2S5CgmwdJVEl5XSKRZNW1KC0EkqZg5YUVUVdVHz/V22S1w4b/QZOvUShbC7uPiT8mMBzbjlgKQzYmtnMRMj1aXEQfB8GHaXhJ76hw5Gg5H1/mXNnbn52ew6ivUYx2WK53eIn/izh2qjmRMfiPS+JcGybjqWZTiZkeU6jv0qXOWf7NldHJjtf7TbY3p7x2EL+e7Jrc2jQ5gPfqLk7Lvnffn/XmH/NNb/wyi6NICByNblySUbbiCo5uO+JjrWQ+xqMTWtpDZfK4MyLgp+/GnDz7x5wumvxxucqgoZD7eeIsCBWE+NZrmoCF2ol8IOE4y2f23OHR5Z8GpaxuM2zjLKq+KEXtIxbY6/BZDolCAJ+/GUdRrXHm35v++D1O94RiHKGZVuMxhMe/6wZ+AXN6a5NSMVsZrxgIrdNlVfIApyiQWALaqskLqcU+zmlzMnKFLuCMAqRVcn64DBO5hAGIXVdoTBeIa7n0YyiA9xQHM+ZzedEzSZBELC7u2dIA8pYELSaTQ4dOsTNW7fI8wzHs2n3WkzmY5Z7q/T6faPAki5ghAF37l5heSkkyxRZXpLnNZ12l+FwyObWFmEQkCQps9mMc4+cxbIhFzUylwwGawhbk84Keq0Bju1SVaUpZSGIY2PX4LguvX4PFvMljuNS5IUpXc+mSKlotdsUpSkRt9stgiBgPpsj5dPooy+3vqICitKK7e0tzp8/TzyPjTGW71NLSVEWpFlKPI9xXYeVlRXqytQSXc8lTVNOnznN8vIyt2/dZn19nfF4zIkTJ7h24yo3bl9DWgm6GhG4FVpIKqUQwjXT8QISPaHjrVBlCn8AsRybo65lPc3beij31RrfDrGljQoK7IdBBNDaTC0KYYyxCDSWZaNLgSoVuAqtHKRsYosJca6JXEHktsn3FFqCq3OOtVxuzy1AcCeGqL+CbVm8/pEK7bqs9yKWlpeZjMd8/8mE3voRDvXbRFGDIAwoq1s8uiK5tFvw6GrII2cjyqrkzL2EayPF6a7F1144R9iwmcx20ViMtseEYUCcJKRpTi4tpNchtT2qWuG7km6jxrc1tlJMZiWPbYCwoSqNXe7dqQlid6clbTuhaSuG4zGfvBxzay441RH84KM1niW4MzVKrdvTishK0ckc6YRIoclqF8taIrJrZDzBQhBFDaSbIUSK5ZjBPdtSCOWia8G5U03OmXG+uQAAIABJREFUX4q5tG/wMseb8KNfLdja2eEjf1NyaS8meEaJ5+EKHFi2JkSNAR//73q89T9vc2OiaHgWb/pP25zs2rytJ7g2qg+a7u//dMoHXxXi2jZVXfOxz0qe2r7Omb7N+1+1RKFddDZbSN8Fb335Eu//L1tcG9W84f+8ys981wmev7zEcz+f8IWthCNhTV1WNJs+KysrRoY93kG5Dd75Ys3uVNB04eNPmBPBI8s+bV+wNNggThKu3N7k5tz4s1yfamTbImFIViVIZYYyjRGcKS0rral0wQ+8cESVtTiz1ieeJsxnMwbLy7zu313i4m7BoysB739VQJ7n7OzscOToYcI043THOGUea8NbXhqgMF7utRUckJwtIXjPNx1i0A4Y7g8PkjEtTYnbcwKcAGZlivQKKpGYDbfKaXghuVQoCePRGFlq4iSh2+mwtLSE53k8eLDJZDolz3PyLEULjUYRNRoopUmSmMGgj+t4eK5HUZZsb2/jODbC0czrIdP9PXRhceLoKS5dvMTZc2fZ2jRzQBcuXOD27XukWUCr2WJ5JTSbuFIEYcBkOqbX68GeoNvt4liOsfa2Peo8x5E+gReAm9BqtgnDEK3MvEqcJAvQ45wkSVBK47oOYRhi2RabW5usrqyQxDFR1CRc+J54ngFgCgSNKKLVaj3rPfYrKqC4jkur1eLu3bvkecZwf58iN72TRhgymUzZ2NjAdmyDeVcSJRVh2CBqGkx3nuXcvHmTKIoOXOcsYZPMMpSXY6kSx9FUSmEJgVaSeqH9rnVFzARXNbGFRurF7MDDEhcgpXFaRIOnIqRTUqvqaUaXECxmHhcASI3lmExZ28YC2CJDiDnoDr/8hObedI0jrYI3PKdkPk9YPdInaDT5V9/c5B1/MOJuDGf6FjKdMi5sep02k8mEXu+wMaWSNidPnGA+n6N1E4Qgns/p93r8+Mt84krTcCS27aBlzjtfHnDj1pDnnT9JoxGyu7dFVWdEUZcoamDZsL29C601YgKqStEMalbbFSqbIWcVFYK0rJjNZiS37tBv+ISNALsoONWBG1M41QZfZmxPS5Q2Ut2HijS/0+HoWodHlox98GNrAc87f4w8K3nyqUtYUrMUNKjskLR2qK0BUjbpJ3Ncy6XZiPCaOZoCz/ZQeQsvtJG64v3f0mI4g937+xxaMojyNJOGtgyGBNxzuTmu8C0zq3I4gqWlAcs9IwD5N//LgM/f3DlA0l+fKD78FyNODnyuLbxVbowks1JR5TlRq8VT22OkXpR4Sk2/oRFem+3dXR7/rOTa5N4X4e8L5RJp+PC3bvBgf8r7/8sWr//9EWf7M37mO41t7Uf+ruLy/h3O9mx++AUWwnb54DcuI/w2KpuSpRm357eJ4xi7NkiUq8Oa4y2FVjOyOkZpxWIMDR7CSJVGLIo7iIJG5DIc7yGkTZplbF65dYBuubSbYzXajMZbNCMPSUWaprzxOZqwv8TH/nzMG/9Txpm+4AdO+zQbDs/d8HliM+FMz+boctf0zbyYIAio6/rg39AKSKUg9BtMkzEajRYav+GZ4cC6xlaSUpe0oq75zGp9kKlLWeM6DspzyUtwXIuW06TZbFHXFWmacevWLVqtNpZlsT/cJ4oikmxOXI+pvIRa1ljKQyuN49hYwrC1Oh1TIm42mxw+dNg4QM6mJFlMkiYEkYf2K/YmOzSiFpY2pbh+v0+3KJGyJgxDo+hrQDyfMx6NCIIAd1GqD4KA+XzOyZOnKIrioOry8pe9HMdxCAKfJDF4nl63S+A/FMkkLC0tGY+j4TPHBP/x9RUVUJRWCMtCVTVZltPvm6Efz3OZzeasra0iF9TSvDA0T8s2ZaU8y9jc3KTT7bK+vk6aVyhsrt64xeaDB2Yo0a5wffNYaVaiPQfHN2RPyzJv1LIs8KMGTt6g4VVkMnl64p2nm+2+EyEqm8ozbC8ljQJNw9N9FsGB86K1gEHiWCgp0LTIlOLezEUhuBf7xHlNEPrUoiT0GsSThHe/NCBc6tO2XIZ7I4IwBGBzFLO1vcNP/73i8rDiOesRP/1PjnLn9m2yzMDwHNchDAK0TtEK9nfG5FmG7/kstzwakcPm1j0ajYjmQgK5W4xJswzRXGFS+0BNI6hZclKKcUoYhXQPDWg0msTzhJ+75HFzLhYS4gHxfM47X6yZZJJB5PLBT6dcHQlOtcXBIN2ZgUUnUORlyptf0qbRCFjrNBDCwrItfv5qwPVpzaPLOT/yfEVuCT76Nzm3JhVH2h6v/5pV/HSOzGzCZoh0FHUhaLUVju2jpU++/4Dj6336gz5JkuLNZpzsCK5NTOC3kbz3JQE/8RdGcnlzBlv7GSsDa9Gjk5xcDglcQVoteipjhS0KQsfIcS+sB3z8r+dc2i04N8gOZLzP2YiIbHVAdIhLc2J45plIAW//3eu895V9tDQZ653URgFXx5Inr981kMWFI+TVsSTTLoEr2N3dpdEFlc6Yzee02238IKDt+7z7ZSWV7TG6fw8b5yCQPG0nzUFA0UKDBqkrbDdDKAddeFi5ou0ZXMrVoeF3/djv3ODSfsn5ZZfHv8Nk0a2qQjuCa2O1mIfRSNdAST/x35/i2t0tyOZsbm5x5MhhI3EtcqyqotvpMJ5MAE2RFOjKfE6EvSgrK43QAlcHZi7LM2yufIHET5Nk8bk1DqW+7yESs4cUaYG37pLlOZ1OmzBsUFYlu9u7tDtt4mROXEyogpSqLhFCUOmSp648gVAO1+9eQVWayWTCgwcPmM/nhI0GVVVRq5J5PgVPUlmKpJihJFQzSTvq0mq3kUqhlCRJEnw/oNEIaUTm/nt7eyBgd3eHqqpxXVNdOX/+PH/+F09w5vRp7j94QJZmRFGDRx99zCjWsnRhkWESDa01k+mU4f7wgAv4bNZXVkCRCrSm1+uxsrLCzs4O89gY5GR5xurqKsPhPkVZGnmq45gNVkPUbKKVZjQcsrM3ZCoKskoTeDU9a0rQtUmyksAGWRvAuR94hvorBEqbN7BWmlRMaLl9/KoDriBR84Og8hCZEtAERx54njxTaWFZX/zhFUIcODuCBVqAdukE+xztNLk79TnerQm1pDmIULqmyMqDQbBQqAN6QFFVfOgvEy7tuxxrFdyZmc3pya2EzVHMoUOHuP/gAUII3NaAI0vmzbi7t0er1ebI6SMMR0OsXJNmE8JQEIYOk+kYpWx2d/doDA4zUw2EqPnVJ8fcGNWc6sAHX7uM4wpc4WIJwfYo5ubi1HF5v2SSSRwErmMziCxK4XFtZFRCN2aax19pUdYVXd9mPJny8U853JgIHl3x+PC3buBYkju74wMMysW9Er+9RoDg1uSOoQ3PSqaVje/0Ca0OdTxHF1MCXyF0RJZKqrJAK01/MKDdahEGIWEY8NaXpLzu94aL/olko9fk/JJceI0IZFVx/959ev0eSkrGmTwIJg+X1Mbq92Ov6bPSDvme33hwwNn6qVeGrK0eJ7IVs9kMz/MWE80u5waKq8Oakz2HG2NT5ru0VxCXYNc5a53OAYDxwlpIZFd84I83F30IONWBSGiqQvGhT2fcnN3hkSWPt39dRLvVIs1SptMJjSik5WsmtoVVuweGbQ8Di16UcG3HzAIpaZIfiUS6Fb/wRIvr4wkX1kLe/bI2qbQoi5x/+YeGaHBlryIrXYIQNkdz1nzNqa7mxgROdjTd0EZLTVWWLDcDZMPFcz1u377DYNBnvjC8ms1mzGczmu0mfuigSuPpXlcVspb4nodlOdhVgCVd/KaPVgrXdVleXj6wvd0fDskX5HElwdI2rWZIWVULW+mCsqxoNBocP36M4WiIosZqSLSQCClwHY920IMCrGZNKqYEQZPAaZqBzsRYTpRlSS5jUiZoKbFzY4jl2j6yqkiThPFoRC0lWikaUcRkMjYyX9s+EAT0ej0cx13YchuUfllW9Ht9giCg3+tTNHJc1zNzNmWJlJIkSakWj1MUJaPRiP5gQOD7z3qP/YoKKK7ncvTYMVzHIBvG4xGe57O3t2usNm2LIAxxXQ+lFdPJBM/zKSuj/OotrD/HaY0qG9iWotUs8SqftJ6bwUWgkBLbN5sicDB4JLSFtkBpSaxHRE4Xv2yhHUjl/Glvd8vHqhwKL0ZV8uC6Uvqgcf/Mr4GDkhjCxsyU1giR8j1fk1BIhxW3i4pdagraUZfAD+m2+4wnY6SuEJZDJWtmuVrY9gruzOF03+H6uObckofIZ6ROxNr6Om/5nTtcHd/jbM/mXS9pcebMWbI8YzKdIFWN59mGX6Y1s/mYolBsP9ghaHbInC6omk5YcWNUobTg5hTS0sJKMiwqfLcmFAZ78oXtlHNLHqcPrVCUBrznOi5Ka567kfPEZszprs1a16cWBdQO25OUGxMWJZWSuNSIfIpdJZzpwbWxKZk1LJO9m3q9ke0O7BnCCkm1RyZ69CKXNB5x784c1xFYlk2zGVEUObEQhGGIYzts9CLOD6ZcGdacaEE1H/Lm53m4rXU+8n/v86N/UXGqM+cdrwhZ70ZsNBxCe4tMQmDDuVUzj3Km7/DcowPms/nBqeRs3+HMsSWm0zHjSqPcCJXHrG9skMQJb3tBSdQ/xko74A2/fo1L+yWPrYacPbbOaDwmrS3e/FWCWWnz/AsnuLs74fr0ASCwBbzj5cvM97bQfvOANnx5vyQuA6z5lDDyCWrfJCHCY3l5mb3hNl7TR8oaFidlKdWBMZxhymHKYGimVcX1sUZpwVPbGZXVReiSpqsPSmmnuoK2Z/Hm39nmqd2c80sVb32Ry+Z0RKslUVYbSwVUVYXneeRFTq/Xw/OM5Hw8GtHt9WiEDQOkzDIqp6Aoc9I4NacNzycQDTzRIAxauLaHbTusrKwynoxxXc+oPNOEqqqYz2MsSzCbzGm2mqTxBCEE4/GYOI45dvQonu9hWRbLy8tU2wW19nGp8DxBJLrYVYDbhrieUFYFfhiiKoXvB4aT5zjM5jPwNXVZUevyIMl0HY92p810J6asKoo8p9lsHdDPlVK4loVS6gDOKqUkTRND49GaK1evUFcVly5fRviSeT7BsV32Rjtc/MIlDh8+zHA4OqCI9Pt9JpMprusShP+/p/yXXJZl4Tg2DxvfSikmkzFJkrC8vGI8qpMEvZgkTVOjRNFamyaclKRpRqY96sUfO7QqahpUKsTyYiohqYUw3imLJqWSCtuxkfXTWBClFXM1pun1CIoWtm+TqjlKSXwaYEGhDNHG/Bp1cHo5qFc/Yz0MKFpJlIpw3F0sSxA5EX0dkA8VftOlVDVC22RpQa87YDgcUlY1vmcRhD5LtuT8wOXysOJMz+bHX95mlJS0mi3akctwf59E2Vwd1wvct8SJOrTbbTP1nGVYwqLbWyaJ5+RZQVUqhvsTtHCwLYvIymh1LcrxhJMLxtfJDvT9gKDTZTafm9Mkgo+89hBX72yy3AooigLHdUjTCs/1mE0mvP9VA+7uCHQ+J4lTKnJUadH2Bac6mhtTwbklj4CaVCkIWnzsOztMUxBpQZqk2I7NO18ckWqHn/tMxtv+LOPsoOJNz/MotIeQBbp1mFRBKArq2TaObVNLSRiGxgtD1YRhg/e/eonhvESlUzYOreN7PtfubXNp30Alr0403/fbOzy62uB933KEYnFEqBT88Nd3SVOPI0ttmlGTKGry3m9psb35gMOrbaQoiDoBb//dIZeHM0Mcfk3KPJ6jpMSqYoajlB99oc/OuOZrHjtCWVX86O894NJ+yfFI8iPPd9nd3cWtJWd7DlfHklNdC08VRFHE8eNHOf/UbVM67DscWmoT5zNwJZYHurLJtYfvVWRJhXZbuFqhnRrlKNyFdORhEiWlQkmJ67l4Iud4t+b2xOVMz+bxv5zw5HbG2b7DJ777JNfvbhM5irs7Iy7u5gfun15jmW49phQFyqr5f9h702jb1rK+8/fOfq45V792f849fXu5XJQCBRVQbLCJRkuDlVExibGAaBRRBFHgwkVaRYpQilpalo5RiSaOUQmJ2CIQLBVBELj39Pucfbrdrb6ZffPWh3eedS+GIDVGfSPzy9l7nTnn2fusNd/nfZ7n//z+lCVJktBstkjShDRLcBybbrdDWap5mMPDQ5I0ASFprzXw7DqFX6AJDdf2qOlN6m6TLMlZW10jjNQwaZokzGZTsjwljCKyLKPZbLBYKKZfrVYj0DSyPEfXdba2ttS8WaEwK9PZjOPHTzKZj+iPDqAQ1Kw63prNODqkKDMkyvzuQQ8nCFWgW99Y4/a9W9Rsn4KMOIvUOECukctiWY5fW1tD0zV0Ta+UqTlpmjJeBNTryge+XvcxdIMkVS6zjm0zSxI0A6SbEaUzbMOmVW/Q7rbp9wdcfPhhNKGxWCzY399f/u5e7e/C5f/bx5dVQEnTlIODA7yaV+nnVTDZ3NrEtEyQKAWE0CjKAq/mITSlpDpyZItFEDDaOyTWVwCwjBKjyAipUZYxmgVFCZppLIm/RVawHB6p+u9PlQdKgnJMzW5iph4N0ya1AozUJTdCykqu95SN79Pd1dSD+1SAeTCjIkBINBFj6RZi7jIaLHA8m5wES3dIwwzHMgjCBUVZEE0TjI6OYZkUccEbX9BkGhWINODu4YTfvCK4Nl5wsgGvepbAsayqfFJwtq0TDA84IKdWq6HpOu1Gg+l0ynS6wLZ1PM9hMrWR/hZSkxjRAfMgQ+gl/+p5GVGus2Y3GQyGdNptLMMkLVOyLONgf5+1lsfhNETXFUxRE4JJNlU9pVJydKXNeKzQNoZhkQca9ZbFz74ox7DXOdJpousmP/3HT3J1mHO2q/Pz37ZJvd3j1s1bzGYzur0e3Xqby/0JRTWP0V09yqy/yzwM0ITDNLURtoVfbxNrDYIiIpoFGCLAsU2yrFAa/jwBW6l+Wq0Wx7IMWw+IiwdDbIIn9kNe959ucqHq+zyy4VH3ffLFiHb7GAjBj/z7a3x2d8HFNYc3dAqmqURDWzLGLvdTxouM9W6P8XhMq9nEtJTRkzudKotev11lnLCz0HBbK+ga6JbGa59rs8gFTUtguy6ipqSqv/idx9gfzqnbgul8xiIv0Z0c0HjsI2O2p2POd02SxOPmXHCi5fDDz5kg9YQkUw6oD8pdWZapnlFeoKPzsofn1LwNRKHzyg+FS1bYIoXTR1cJghCBxjPWa3x2L+RkW6frW8zmVQmNAkoFkrRMk1KWjCYjkkh5sriOUxnP6cojfTwmGMX4okur16MUOVFhstnq0PBa9A/7ihAchsuZM6Fp1GoelmkzHIwYjUY0Gg3a7Q7D4ZBWq4ll2VybxVhZytaRI4RhyL3799nc2MSxbPRmj2iekJYpaxsrzJIRaZGQFSlFWSqkknC4d+8eGxsbDEcDhtM+aZHgihq+XyNMAoJFiF7Y+PU6WfSUesswDHzfxzBNTEvNCiVJgq4bFfpF2TzIUpIkMXEcUUpJvesSyBDXcjEMkzBbcOHRs3zizz/N1StXedazHgU8PK/G7dt3SNNs6evypRxfVgGllDlBMufm9i0azQYnT51kPBpz/vw55osFs+mUMAxZ6a0QhoHKDEqJZVkYhnJ41CyXNBNASc0sKPKCjBRBrJrkmlAk4AdOiaZq/CNUL+JBI71SCFOUJfN8hGslOHkTO22qJrxdIEoNIZ7KpopC7frKokA3DPVvSDA0E0MzVZO0NMhEjGG6mNJmPFK/h9sySbKY1d4GZSI4snmE8XSE4Qpcx2E2DGh2NWqezWwS4Ggl7/osXOqXy2bvzRlIy2Nltc3bvrEg0xXufDqZMp5MuHpnF0+TdDrZUpOPgPv3+5T+JkEuONoRZJlGkibEYko0WdD0mixCQcPtMB6PaTSbzBcBOD6O6/DYh0dcHWWc76W86QVNequraEKravoe8/kcwzQoZI4pXKbzKX69hihLRLIA0WQSZVyrFuJrw4K7+xO2eiVr62vESUJUGujhlPM9i8uDlAsrNloaUBYF6+trPP6xKVeHU07U4Uef02CRCfLCxdBrWJokKnOMKEXkIVm0oOZYHPT7DBYp88WC9MGbT/XGI7g6zPjN716n5vm85U93+d7fvsq5rslvXNQYzhM+u7uovEBi3vRRuNqPOdc1OL9ic6WfcK5roBchmu6jGwY7+yNObPRoNJvs7I8o8pzVmrGcbD9Rl6w1axwcHGBbFmtrqxx31cLy8t+5zJVhxumW4J0vsRFZwGFi8J6PB1wfF5xqwg89rLE9pTJdU6VKCdycwC9/osVrX1SwYEycReRlDkIpK03DQpQanuvjyDomgCg41VQEhEc2PRqWYDpd4HkezUaTf/09bX7o31xie1zwmt8/4OWPAjqkeUIZa4zCjF6eESwCDEOvzKJq+J5fQRJL/Kr806w2OIPRiHf8Vcr2LOVMK+LHH91VhlS+h2VauI4qpTmOg65pJHFCkRd4nqcm34HpdEK70+Ynf/8un90NuLhi8f6Xmsiq3JRmKY5jMxnPCBYB60dXmMUjRkGfMJmTlXmlIM0QBqSLhLxMmMxHpFqAZkuiSOJZChDb7KxgWzbj4ZQ8z0kSBWW1bFtBVh0H13W5e+8e08kEXTfwvBpZltNsNjFNE13XsGybxWJBqWWQl1jVJL8sJVme8hXPfpQPf+ijIODUyZP4vk+r1ax86//7HMoXPKSQpFlKb6Wn/AAQFHnOdDrDtFQTK8+LJUrCdV3miwWmZTIYDgiDgLQ0yCtHRVdPkTInz6cgsqeQ8VL1O8qyRNf1ZeMcTTXln5IAVz+YJojzkNIo8MoeILGiOpbhkWsJpSjIySqFioYmNTRhoEsDSkEaKDWH0GykNLAI0eIWo8GYLM2pN1UabBk1ktLBNxWwMenH6JYGmqTIS0YHUwzdYDAYEuQalwfu55lGnWzpHF1RVrSjIMAVMzTXJYoTfvFvC26MS041Be/6Ng+EIEkU6I/aCovCYr0p0aIxaRZjtkt2bu2SZwXepofdyQnDGZbmsVgsKjvggpOtgBvjAong6iAFu05e1c+TVNmgzmYz1SBNYixbx7IsZpOIspD4vnqv6pbgworNpcOEU22dtZZSxcRxwrs/VXBzPuThVYd3fOsmh5MFbddkNp3iuC7j4KlgtDOH+WzKZkewKAwGoUQzDBJhUhQGuu5h+l0kCe/52JhbsxnHvJKTdZ2bczjdFNyZKSmxo0uC0QFv/fBhNQSpFurBLMY35FK1dn61xpXDsGrO5/yb/+koSZIg0hklObv7e7zt/4m4MSm5sDoHCZf6OWfaJe/+jpz3fc9p/vKTn8OSKePxmM3NDUzTYD5fqAnqhKVF8I2J5NbukN+4JLncny+b9jen4Nc8TrcW3JhIznVNkixne1oNaE4hDmustByGi0PCZIHUQceiYTexTRcdA8+tMxsFHD9+nF8+Jrm6c58LJ48wHk9otupYlkVeFOyP5mxPiqVj6DwBjBTTqfFLTxrc/usB53sz3vriHkkco5tqg2XbFr7vsVgETGczojAECWEUYdU73JzdV1nRpEQ4bUxTMhgMiaRBXuRMxhMG/b6CyOY5YRwTFBrldEqn00EIjet39vncbrDMEu/3JzRtA9u2Oez3GQ2HpHlCrWdyuLhHnEfEWUhWqPK5rukYmknNqTGcTLi3d5fciihEQl5IbAzu3d6l1exQ91pMRlM8r4brOBRliWGaBIuAZrNBEATs7e9jGAbdXg9d1zFNA7EIyPMMwzDI8py8KJhMJpimgW7Y1GsdDF1HaIIojhCm4PTp03z6U5+m5rqcOnWKZqvF5UuX2djY+JLX2C+rgCLQGO6POXXq9IMX6K2scP/efTa3NpGlxHZsLNNkXiFBdF3HNExazRZFUZAt1ECVoZeYZCRaSJkPFBdIpR/IoqhsR3VUWUoVpIQGsqycwOTnyzxBoFdvR1qbk+cFNi5GaWGgYVUjKw+yICjJ8ow4SkhEgJAWRXEGWcZ03Jx0luP4Fn7HoSwgnUv+92sO29MRD685vHslVA50mSAqMnzfU0EwL9nY2CDPck7eCrg5F5xuCfJCqt3iH+5C9UCebmn8zPNStNYm25M7irk1g/uDCS1XJ0tTwkxjYXo0ahKPgFkQYjdhFM9IwkTxzETCPBji2m0KqTOapVwbSXW/ScGZrsn2KONs18AsIg4P1YNh2w7j8RjLttm+d8DZ4z00I6G30sBxbSaTlHsHMb4/Ic8Lfub5Po99tODmOOfNH5vxzm9dZ+f+cDm/cukwBsvj/DHliXOYJNTrdbqWzoUVm8v9hLMdg+NrNTqdNj/5n+9ybZxzoi748f/BIzVcZrmJ0DQGsakyOgS3Q52feVaJVibYlsMbPql2EmkpmBQO25OQB9nL+VXlzHjj7gHv+c5jS6vjf1mVv56xUcOSMVkaYDsOuqGzM8q4MQkqw7dEZdbA9XHJ/cEMVxsRRhHrWyvotaYi7AYBvuer8lA45RnrNZ7YV/4+g/6QywN/GUw04HRLo6bl/MxX11jk0HFNNF3njR+dcmOsYJXMA7zuBnbbYR5PyZIMUhMtNfCcJkmcMJiO2VhfJ89z5dnuGty8taOwMzWFYJ/Mp/iWxem2EoScbgnqNsS6RVra3F4o+fPVQYpWayDSdOnvrmv6ciOY6w62U9JsNkjTlGbN5FzVHzzXMdjq+ri1Gu/8RMKTBxEXVwWveU6d+WzGYrEgL0p+fbvGzqdvc7opeOyFypRuveXx8HrKk/shJxtQxnPGpU862ydJEhzXYW1zlf3pHebRlLSIKWQ11y9l5Q8vVT9DDZxhmyZ6DmlUkAaSVrPDka0tbt++g+PYyss+ThkM+tiWRb2h4KymaTEcDOj1VrAtC9MwSdOUVqtJFMW4rgNCYFt2her3SZKYlZWVqupRYFsOo9GIixcucHvnNvsHBzz66KPkFfsvTR+QIf7+48sqoFAKpcJIUySqhGSaBgiI41hRgIUgjCJs26Hf72NaFkITGIZBGMbk2IDEtQtknpGKCMQOkYrYAAAgAElEQVTT9O0P0AbVjkmpsZSkV7nEKatUJb6oauqlRNc17NJDGjlhOqeUJXERoOsahq78S1SJrAAkWVQgswq3opWkmYlAp6HFJKMcu6mR6gvCLEHXDIqitSxXPHkQ88TVOxThBN9TeIk4TGg0G6wcWWE+X3Dv3j1e/7V1JmFOo9ngf/mAwnfcGJdL//Ab45K3fTzixnCOpatgeaat4xsQhzGTWQCtY4hC0nULonGAbVvkEgpZ58jGQ5hWhmVqWLaBMBPCMCOLJMfrHXYWOue6Jq9+tkFhNCjCCVmW0+l2uD+Yslk3qWker/79e1wfu1zcS3nNV+k4lkEY5jz+0ZAr/Zxnbs54y4t7BFnM9kRlGk/uR4zDnM1unUc2Cz63G3Cmo9NxjUrlU6gdYZHTqNf5+W9vMZjFZPMR62trxOIBaFFwaw7tThstDzHnIbHu84Frk+WG4YivY9Z7uAZo6YyHaiF3KrRNLZ1ywte5uVCy8CSK+IHf/izb44JHtzx+5R+dRxOC97/0PMN5jG+WFFJZVe/tH/Dzn8y4NixwDOXSeKatI4Tg6ijnRL1ESwMe/+uYm7M6zvWEKL/NhZ7Bz3/7EeIkpubWWHddHv+GkHHYZPf+Hsc3jnLi7pBbC42zPZvXPK+Jq+WEYUi95qLFiZpLadR5//etcPXWLhdObjIYDLl/e4/No5tsNFv0DwZITZJkGbPpHCklruNgOzZFmWOaSpb/+J/PuTEZcmF1weu/xsfzPF77B7vcGOWcbOu87nk2syRA13RqhuB4veT2Quf8ikXT0tBrHvW6j64baoYkivnpP9rn2lgJTN75rY5axIGf+ro2WZbz0EqLg/0DynnCEwfK9+XJw5ggd2g0G7g1l6g0uP3ZSpY+lSxSIEk4PDzkDV/bIZEdtCzksQ+P2J4NOdPWedML2uiaRhREiFIRMh4EkwcGV4UoCdM5k2iA5dg0G+pnn45mkMWYrs1DDx1jOBjg1pRtbxRGuK6LZVmV46NiEe7t3aHb7bKxsY5fYVQQqn/1gJGXVVJpISAIFtUMXoe8KJhNpyg7Y+WNsra2RhzF7O7uUm80EJr23wPKf+sQQmDVDCbjKW7fxTD1qiRVklZzGEWlmNA1ZWNrWhaHBweMRiNmi4jcXEf1T1LKJKfQMnRbp+KmkGe5UihZYlnWynPlxa4m55enPk21VWIbDiI1ia0pCIFAW8qCFdYipyyVd4KuaZQFmDWB0AVSaji2hVukFPMQqyNZlCPKUjk4ikxnpe4upZnnehYiCWi1WnQ6bUzTZD5fIEvJvXv3CcOQzY0NptMpNbMgjqPPk68iVNP6ZEvnxkgxlZJC8tpnFTzjaFOl4bt7NDdPM0ig4UARLuis14milF/4aMGNSZNT7QY//vwRlqU+9FlWEs5zDFfnlc9OyWUD34BpLFlvS/Kah2lbvOoDt7kyzDjfHfPK5za4XhF0Lx9mRHmblvC4N5hypa8wJp/dWzCJ2pw+us4zN+d8bjfgfM9ChjMam5v88veucfN+n2TaZ29/H8s0GQyHNJsNfN8DhKLOGga5V8PzfV79765SVu/j2baOKzJ6mxvY/SFX9sZcH6qHUBPwY8/SsJgQxYLM8PjxZ8M817GSCVme8aqvXudH/1T5ZtyYgbIRgs/cD3hy+w6WZdPxTBJMmo6DIUwm0QzL73JtdH85nf+r3/0QXVN5dxxOQ/JgQnN1i5vzm5RAWDm5XhnmDOYpp7ZWKMuC6WTKdDLhXX+dcGUAZztzXvWVOr/4t3Ctn/ALfznm7d+8pqwdKp+VxWKO33QRSNo1nSiMqTcaTJKSa1duotV8ep6ak9FrarZDCMFisWA2nWHZFmEYkQiTG5NymV1lWg/NaXK5f4cSuDlRfimmbpGjUWYlrzib0t06yla3QRzH2I7NeDLB0A3yPGOeieVn4uowQ3db1HWd1/zBLpcOY061BG/8OiUYqDslZ1oaNyYl53sWm936UtU5Go+XszuPbHis1G38jS6LIGCeQjo/ZBIVbE9VNn19XBLkgparMZtPWZQzcpk/TUSjqgtFURAVEUKOaYhVjNIhjVIs4VJrNyrky/0KCtkmL3IGg4FSUcYxlmUTBAts2wGBYolJiUQSBoGaKQkDarUaUaUgq3k1ZaalafQPB+zv7yvhkefRbrUZj8domka322E8nijvmWaT48ePc+PGjS95jf2yCiiaIag3fYpY4rou4/mQKAkoMoke6TiuqlHatnJdazab6LqG3+sCgiCFogBNlBgklBRkRbbU2pelUojoD/AoVelB00TF61KFjacrvYqyRAiwpQdaSVJEy97KU+wuuWzIL6fu7RIp1LCmrul4eGSLPrIWM03nCI1qel5Hy01aqy1e+9yChAZ2GbO2fo4sVQ3jMFSSyXkmSCYDajWX8XhMzfN4y18EbE/mPLzm8t5vqlPXS06cPMWt3T5NR+On/mCX7WnJqRY8fKJOHisXvnqrS5kGWEYNzyrRJKBLQuDGRCmdtseCydSl1YyIkoJkrt4ju15ikGLlCe/+pMGNScaFXslrnmtze2+4rPdfGeZEYcTplsb2pORcz6RhKTx509E52zG4Oso517WwyhhNE7znHxwjyAVmkRCEAdPpDNuKqWkZVrPBpy9ts1K3WVtbpVfVpOMoptVqsbu3R933uXM44XN7StKtAT/27BpZUTAKcizHpm7DMU9yO1A+Lh1XCTO8siTPA8IkI5F1GvUWpYRf/Pi8+oR+/kTymY7Bz//5iGvjAktTVsEXVkze+w9PYFoWLVj63Z/pGHjlhDhWHheurnMvKfGDMSfqJbfmGo4hiDPJ6bYCSt49HONqCrfuNHtcGdxaqq4Kt8fObFCVljJS4dDp1Lh75w5plgGSNMsQQtGRg/19fuFvcq4Oc1zDryb9Dd72jR0Mw8AyTTUXIk3kYkiz1SRNUoo05mQTtieShzyoiRwZT1VpapBxqgFdz2Q0NdAwEIWOLBOatobruuze38V2HNIkYWNjA9tuYU5nXFircfkg5MKKRTw5YGd/zJMV6mV7IrHrXeqeh+d5vO2bDIRTR8YzvJrHeDwi1nU8z+NNL1QQzZarKfOpVos3/NlQ4XzWXB57YYdTzX22Z5KLqy4tR2c0GqI7kMlUyYRLtdgrTJOGoRlo6GiFQZwm3Jncw3EcbNsmjpKK3qGC8Xwxp9Vs0jpyFKEJdu/fx/M93JpLWZT0+300TVeDsqMRcZywurqyHNZ+MFdyOOiTFzntVhvLMqk3GoCsnEupCBySlZVVdvf2CKuMqCzV+vKlHl9WAQUkmgaGqTxQbM8k1QSarlUpoRoOEgiyLEXTdeIkJskSTN0klzp5KTG0Eh0oRK6yACrL3UJH0wVFnioUfVGi6ZrSnEupJtgf/CTyKVS9ZTrouU1mBpR5UZlnqTkXqVFNGwNVlvMU5kKiCYGeOmRRhtEsmRdqCEtlOUKVxdCJgoQiKXFtgWFbzOdzGvU6qysr5EXJqz6ww7XxgrMdh9c/36PVbDDLYLvaPT55EOHYPUQRMxj0ObLSZOfWDq95jsUoijl5rE6RahwMDrAaK2j+CkawR8uI8A0DckGZCjwE53sGVwc5Jxvgmk1mw4A0K9ENjVpDw9DBtnLGi4gbkxqlFFwepFj+OvW8z9kVl6uHEWdaGuttlze90CXIC1xRYlclgclkwk98pQ52nY5vEMxDbmxv06jXaTZbTIOITqetSpxhiBSCxz8249KBx+mWxqs9BQ9tNlvMF4tl/dmv13nVB24v+wsXV206dZs3fXTCteEA19KIspIzbYM3P2rjWiZpHmAZBrZlkWYBv37N4spgzokG/MAjDW4vKgdBJEc9yd1Q41Tb4C0vOco//rdqkY8roc2VfsonPnOFtmeC5fOzz/eYJbUKdWMhhCAK88q6ueBkY8w/Ozanvb5F0zV4+18lXDmM+O7fvkGSwzM3Pd789W1MXS6HOx9er7Hhsdydn2nrEE1JtRo1z2M8nLPZ9phPAt70kQk3ppJjvhIsSB5kQoIn90OmcUmvLpjOZrzyAztcOog53dJ47AWKkdXptHn1sxPe8YmMnRk89l8mvO55NVUeEmpAbzgc4TVqpHFAkaosvSiKp8Q09TqBrrN9/5CGrfGm/zLhyYOEE0147AWq97nZ8TjfK7k6yDjXU1DN3NCZzefEcYQtS8pqKNMwDDVN79i0mk18v87h4QGz2Qxp+ksZ9pMHEQdjg/d9z2l29gY0LNjY2CCKIwqRITIdQ7cwrGqrUGrohYmpO/hOnTyRhGms5tlch3a7o/AvSUy300FKyWG/T7PZRNM15XvvOMymM/y6X6lFFUXj8PCQer2ObVtMp1OyLGM6mS6ZXkhF+YijmCiMFB5IV1BA07SIwhAhBPV6nTRNVSY5m6EbBmfOnPmSV9gvKaAIIVrArwPPQH1mfhD4HuAfACmwDfxzKeVECHEc5Ql/tbr8gTUwQohnA/8n4AIfBF5Z+cPbwG8DzwaGwEullDvVNf8UeH11r5+TUv5W9foJlJ98B/gU8E+klF+02CcoCcP7WHabNEmp+T6a0MmNnMUoIktT5WY2nZFlOdF8TrPjo5s6BhalpvoHmlaiCUlZLStCCEokpVyFMgChXIo1XVuShKlsf9VOQH2tMggNWyhJYlwq1z6FVnkayr76XkoJmsqEkFINSoYmJBpmz2eW3wZRIkuBECoNl5GGbQgGB0N8r87Zc2cZjydLG9A4SRiH+bIfcH2Us8gE+mLBaq/HxTWHJw9iLqzYdFwDz1/n9u3bTMYT/LpPsFiw4rvkkc7h/gBp+uR2l7pjkrBCOblPXCjlja27dHsr/PL32YyjnDd88Dav/nDMQ7U2P3h+gNcQmKaaMylkiaEvONm2uTlW/YZ4NuSdH4+5MZWcahu8/VtWCRcLkjSh3fZJkpSSgrzMyPIMXdNp+zqGK2k4HuFUDatdu7PPSsPBME0c16be8JmnqilfIrgxlTRWNwkWIft7B9iOTRzHHNnaYp6p/gSoctZPfU2HqCi4XpX+AqUP5sa4YKPjEUcJUeEgswQhMkrD5cpAyYFvzeDMkTbHGwt2ZiXHmiYvP5cTRCFnjqzi6SUXVm0uHyY4pkaUqrLMVz78ED/xn+5wZTjlTEvjHd+yTt336Q/6OLZNImyuVIvezRkUusWJ9S57k4Cr/UlVIlPPxOf2AqZxk3S6y+Nf30HaPsfXOhz2D3nri3tobpNofMBgOMRMJe/68xE3JpLzPXjzNx9lezpW5OcFnOmaXB9muIYKgMd9RbcdDYdM4pInD+Il1n+wSDh/vEuW5fidde7MFdjy8mFC5hzl+ljddyfQSbHRwoS4cDDSbNmLcB0HWZbcvXePd3w85vqk5JgPtxdqkdqZwSIX1LSSza0t3vHNUxJMPL0kSRN8zyMvCtqttrKoSNNq0DdVxN2yoN1SASlJEtrtNkc3u5zvDbg6yDjd1vF0yXw25aFVRdHY399T5nxlRl60yISLaeokYYZjudRbDVzHIwoickpWjqmMwLJtLMtSYoA8ZzgcKUJ5EGDbtqKemya1mpJ9W5b62rYs6vU6wWKBXmWCeZ7j1xV+vigK5dPyIFAWBQiBYSrQqZRgSpNWqwVAaVSY/mCB5/tYpklRPtg+/f3Hl5qhvBf4Qynl91a+8jXgT4DXSSlzIcQ7URa+r63O35ZSPusL3Of9wMuAv0IFlJcAfwD8C2AspTwthPh+4J3AS4UQHeAxlP2wBP5GCPEBKeW4Ouc9UsrfEUL8SnWP93/R30KWaGKBYXkksZIPO6ZLYZcE43uUUpImKa7rqt5Hkat0rxQKwyB9dRv5oD+iLRd9NWviIoTEsOYUeYGma0uJsMZTpllCSEQFgdSEjlm4FGZCnn++D7jKYh7UX8ulwVb5wC8ltSGx8VctJtkuiII8zdB0XcmISw0hDRqtBuMwYHNrQ1nfFgV+vY5XqyE0QbC4w5mWxvVJycNrLuePb1BKSRRFvP75PuPIZbPtkWYZ9+/dVyRkyyRNEtI8o+773N3ZRdg+eW2VpmcxWmT4jolh6ERxQnNti6KImc3mGHpEJmwuV9PQdwIDy11FJnOEXSD0kiTLSLKUf/HsA4q8wYbXIkwFNyZlpf7K6c9imraSRTq2g+0YZFlCVmT4TRsKA0lBGEcIYSA0k7d+bMGlfsHF1Zw3fO2C8XiEV/MwgIer4HmqCRstn1J66LpGmufcH8youS6+73O6qrlfXHXY6HgEQcCFVXWtraup92duelw8ucXu/T0OJgFJ6ZAtptRrNmc7OldHBRfXHN72kQN2piWnOjr/5GGfRHdp1iLu792n3x/w+ItOIGoNhS4ZT9DSgGmSL8t+1ycldw7GnDKU6s2ybTzDWG4EHqrl9Ho9ZvM5dUNwrmdydZAtA9TZjsGKb7M31+m02ywWC7Iso1bzGA2HmEwRmsb7ntC5Upl6gVJY6brOuZ4qTV1YtXn1s0287lGaNY3BLOGNH7zL9//bW5ztGPz0c23Odc1qIdbYWPG4tT9ks+VzcmuFZ2yM+NxewPkVi44Wc66njMBONARNR+Mdfw3XRjrHPfiftwoO+/0KUmoRFrr6XEi4Pa8C2yjj4qpN3YQgM0jihDSJ8T2dKIrJ84xJlhGEIRvr66RpWmFLJDXcZYZvWRZJkqJpGqZlUcqCt7y4S6l7WGXCdDYlTpTToeu43Lx1k+PHjld4eUmegTQE7eYKnueTJhnjwZSa67K22mM2m9FqNgkWASsrK/TqPbXoS0maqgl3yzSXUNgoijAMg8N+XwXCLKPIc3zfZzQe0+t2qdcbzGZTXNfFr9epL+psb28r+nJNzR15NU9tvvIcy7AxTWvpldJqtrh58yZpogLr/68WwEKIBvAC4J9Vi1yKykr++Gmn/RXwvX/PfTaAhpTyL6vvfxv4h6iA8l3Am6pTfw/434Sq63wL8CdSylF1zZ8ALxFC/A7wDcA/rq75rer6Lx5QkAhNIrSIJNFBCoTUMQ0DTdcp8oI0TZTKpwLFebU6i/mCIAiRlvIFkFKo4cO8VNtUpdlCIJEyI89ysjRb8n2QUjXNSlGVv6qfRQgsYUMuiLXFks/1dILrg+qWqCxv1dfgmnWKmYm9ohOKMUUZk6UZtm0p/L4AmQi8moNMBY6tpIez2Zwwimi2WkoVIwv2JyFv/vo2/VlE09YYjcc06nVqrotlmZSDocpkRiOF5zhxjMPDPotc4HuC6XQGpkPprVOzdKZBim1qNEVAYtu8/dMFO391h0c2ajz+og62ZZEtAmXdO5Wc61k09AzT7pHEcworJS0yzGp4s9ACCuFhSY2zHYPr44Ljfomvl5SFYDgYEkURlmWQpurhd1yHNAmxanV03URIg0VhcLmfVg38BNw1es0GeVawt7fHa59TY5469AcD9vb2QcDW1hb/8t9d4XLf5OK9kJ96Ts7LTofYTQWGLPKCbrfLe76ryQ//+xtsj3Murtd473efpCxKNrY2iOSAvds3aLdaHO7f54eOm4gLLep1i1f84Uw1n8cFThkQ6C6LXMdwumRFxOUr1/it2w22p5IzHZ03vqBOq6YtZb7neiadmsHh4aFaFH0f3/fJUhVw9kKNV34o4MJKzvv/0Tne+o02g3lC17OYJZJe3SLPc4SA0XiMY9vs7u6R5zmD4QjDb7K6usrV4WgZTDRUOSydD3nZIwau53Fyo0v/YEgZTBjMSxaZxs2KCXZ9lJNoTTRNDTtqmuCxP5twpZ/x8GrEL39fh5/7xhU+/mTAqZ6O0DTe/9JzvPx3r3FtkPDmv4jZmRYq6wg0wkKpkjY21pXR1eEhD6/lPHEQcbat866XrDMKUo6stPix/3ubK8OcC70Rr32uQtqrGbEC01JwxMlkoqCIUYSuaQhNwzIt/LqHYRhMpiqo2ra13Bw6Ws4ijJSiUzfQNNXTuXjhIoZhoOs6vqeMt/Ki4PDwgDgcIaVcGl2NxiMWi4Bet4tl2+zc2qHT7WCapsLSZ5liC1oWhmEgZclkPMHzPPb29ukf9rEsk0uXLyvPEgm3dnbY3NigLEv8ul/1XDWOHz/ObDZjMBwqYgcCU7PQDIVviUJlTmYYBp1Oh8997nNMZ9MlxfhLPb6UDOUk0Ad+UwjxKPA3qFJV8LRzfhD43ad9f0II8WlgBrxeSvkxYAu497Rz7lWvUf15F6DKeKZA9+mv/51rusBESpl/gXt90UMIgdBySpkznU6rxrkkSzMyOyPLcoqyRNc0NMuirNDfruMQlSWgUUidsjTJwhLdMsnKDM0UaGKM0GKKrMR27CUhWHGNBOQCdBV4HpSxRGkgNUlWpp/XjNcflMoqJ0dVBlVPtKXb6GGNXCQEcq6G+sJY+cmXJWUqsS0brTDQSpPFNMFtrmBZFmEQ0m612d/bo7eyyqs/eI8nD2IeXoUf/wpJHKfKKMiylJTa0JlEBbYM6VYf/MlkxuMfm3FlmHGyLvnB0ylG5xh+zSZMckxDsOokpGEEjs/tQDVDn9gLmWddOl2f/UnAYy9sMYtLfFMiRI3xZEosazQth1TmFCKFssQ2HUxs7JrPr3z/BvMUjDxmPB5XELsxR7a2SJKE7Zs3EQjW1jaYz2a4to9lG8RhitQTNdzYTzi3YqDLgJIafr1OL+tiOw6P/4cdbkx0zt6a8PZvWeNef8Kl/oOaecxUtnBdl/d+MuTGNOB0U/Du7ziKtDxuTlTZ6/KB6h2A4PUfvMHn9kIe8mz+9XetcOfGJTrdHuutGtvXr3CstsJOaHLCL/nVz8TcCvY40RD82FfYxHRJrA43JmOFmB8VHIxDap7Lq7+uw2JqcnxDWemGYUSzGqK9tTvg6kg1XR54x1/uJ8xSWOn26LQKhqMhDilhWLC3qxrbcZJg2zaLTLDacvnV6zZXhwvOd5UJ1qVDlTm8/BEdW6Y8/udzNXjZy3nLix0MXfmft1otHKvgGesuT+xHnG7rFFnGlX5SQScLhCiWUt1PXr/Pb/ztgkuHcLad8uavjxiFOdcG6vxb0wJHh7SUnGqCKwoKWTKOcixLuam+69u3uDvJ6OoJvudjGgnX7+xzpRpIvTJISahjCwVnzfJ8SaCoeR6aplEUBWVV3goWC9VbLZRNQBiEqn+JII4Tiryk2WwSxTFBELC1tclopGCR6+vr3L17h8lkSrvd5vz589y9exfXURs0TdOUC6SUJElKFMcVNr8giiJs22Y6nTCfL6j7PkmSkMTxMktJ5vEym6o3GtR9H01XGeadO3dYBIFC3RgGpmGqDUaWURQFvZUek/GEUpZLdEdZSG7duoVfryPLEsexeeSZjxAGIf3DQxaLpy/1X/z4UgKKAXwl8KNSyo8LId4L/DTwhmqB/lkgB/6v6vw94CEp5bDqmfwHIcTD/F0Jy1NrJ1/k7/6/vv5fHUKIl6HKbKyt98hTHQy1WM+mM7UjMEzqdZ84jql5NVzH5bB/qG4ZwWQyrTINMFOBaepkcYEhLOq1NRbRnOlkiu5M0WogdV25NPKgoa4kwEWCMsEqJbpQWYTQQBSqqf+0n/nzpIZFoTKgBxmKVdbI4xJpqon+JE2ZTeZ0ei2EEBimAZmGa3nowuF9l+DWYsbDn7nOa55rY1YcoHuDCU9WGvxLhzF2a4tkNCBJErq9Ls12i1f87lUuHcac7Rj82vevYxo6h7OIq8PdZY0+qm2yVnNI8pJSlmy4KdFMNRBPbK3yyGbMZ3cDjtdLbJnw8t+5vGyOvu6rXfyaR5TE/NKTOtfGBadbGj/yFT6WpyakO6KOgc3aWg8o6NRMdL1FlmZcvnSJ02fOLBuJvuer0mFl4+w5PrZtk0cTGg2Hx7/BZHc6YbVrYZo6QhcUpSLL7o7mSwno1VGBcOuIcZ+zbWW365oar/zgPsfqqrRSSuVDcm1nF1PmHGvArSk8sunxhg/u8NndYNm831kIfuZDQ15xYovuyhp3d25gmAav/gqB3WqRpTk//MdqMv3WTGK7Lg1S4tLgWFPn9rTgmF8Sjob85Kdibs01LvQs3vTCgDAMsUyT7uoqs9kcz5DYuiQunnpQTjRAxDN0t43QdeYJnNjcJIpixqMRx44dY7ZY8NhHRhUGP+FmJb29Msz4hRdqOI/WsUlxbItYq3Olf6D+rwYZUW7gmjAdlxzxPPI851dfusm9/pT721fY6q5zrhdzdZAqa2nb5smDCNsQ/MQfDZYP77VRzo07+6w0bE40BdsT9TdxAW94vmSrVzC5X+MXP1Vw+2O3ubjm8trn2vzEf7zN1WHGua7BG1+Q41gWqw2Hs+0F18YF53oWnlHi+w3CykwqrUy0FosFegV8dGxlTuVXtgTj8Rjf8xiPx4iF2tjlWY4AdipvoCAIOHXqFL7vLcm8q6tr1BsNHFsNFNbrddqtlqI65KoPJCVMJxNliFXNPg36fQ72D2g06khgPB5jmiZxnCAezK+VkrNnzzJfzDnY32c4GLK1pfbTjusqdaKmM5lM2NnZASEwDQPDUPfZ39+vsjCl8ArDCMM0uXD+PHfu3GVzc5MzZ85UaP6UM2fOfqGl9QseX0pAuQfck1J+vPr+91AB5UHD/DuAF8tq9ZNSJkBSff03Qoht4Gx1nyNPu+8RYPdp/8ZR4J4QwgCawKh6/UV/55qPAAOgJYQwqizl6ff6vENK+WvArwE845GHZc05yXg8w7FV870si8rONiVNM/VBchUfZzweYdrK7GdjfYObO7f5mq96FqZpcHB4yOrKChJoNZt8/BMfZxIOwMxJzZiCTDm1VUFAfYC0KgtR6gxZSkpRLO185YM+C0/5nDwIKg/uowkNmeiU5CRpjNAhDCJqfg2npno/uqaj5Ra99R7TmcatRbgMGoXepFmzAGhYgpMN1Rx+eL3GQ902/VIhZ6Iw4m5/uqS+Xh/l7OwPaTbq2DLlZEMNex1vmaw0PYqiJEoStuoF08EhZ86cRtM0RqMRj7+owyioc3B7m/njJFAAACAASURBVNsHY+VsKJUcNZQ18tmUe7NiOTtwYyLR9Dbv+4uY66OSM21457d5RNkcAwOES5HDfDHn+PHjTCYTBvOUk5tdiqLAcZrM5gumccH6uhq4LKXEtW3yPGO16aBrAiGVhFOWJZZtsuLCyXbE9ZEqr7zxg3d42dmIV5wrGOQGb/tEQYng9gwurCkcyrmuyZHVJq//0ICdGRyt5fyPGwse+xvB321lPrkfUn/eMYoiZOXEebL5GNdroLl1DDPgdHvBjQkcq+v4eoluWLRsmzd/neQgkEipEaY+t2YqUF3up1w/XHC0rqsNwr17TCZTpokkLavyKJK3vqDGRk2VtIbjMW/7y4Brw5xnbi74uRf3WFlZQUpJlGtcG1YWxKOCM12D7ZGaN9rq+HiNGv2DAaZt8baPjimrz+vZroElYt7wZ1OuDjLOP7HDr37/BWRZstVrEAwVQfqnvkaVenp1h8NZxCyu8RN/PPw8vM/ppsa5Y2sYtsG7vjPltf95xPao5GxHo25DlM6Qfo2dhUYJXDqIGGUNrg4nSzTNIgXbAtM0ec1zbZxmjxPrXQ4PDwmCgCzPFLPLtllbX2exWJCmiRK6FAWiFNh1G8+rEYah8vCp1Wg0GtT9OnmR43seSZKysrrKfD5XcyOAY9vM5/Mlzj8MA/r9Aa1Wk9FohATqjQZhGHH79k41IKq83NfX1tB1naIolmh8wzBIK+qv49rUvBpSSubBjKIo2djcZNDvc9g/JE5iNjc2mE0V5cOylENtlmVEUUSSVO60tZrCF5nKxuNBSSsIQm7evInjOOzu7jIej6jX66yurn6hpfULHn9vQJFS7gsh7gohzkkprwIvBi4JIV6CasK/UEoZPjhfCLECjKSUhRDiJHAGuCmlHAkh5kKIrwY+DvwA8L7qsg8A/xT4S1Qv5s8q9dcfAW8TQrSr874ZJQSQQogPV+f+TnXtf/x7f5cS8tSA0lQlIW1Bq9OkIMd0lEooDAKKXFXSslwNKfq+hxCQJZHSd0cRt27ewrZsiqJgbXUNy9EQeY5eOBhFTXmjmAm5SEiLhEIU5JqqwGq6KrNJKVXqWQUUpQwWFJUp0YOm/ANycZmjvM0zgd0wCIOCQmaYpoHn19TwpCYQhY6l21i6zUpd50w75vpYKYSatkaaJsRxQrPR4C3f0GUSFTQt1LxFs8kiDNkbBxSL8XIY8sKKzVs/vMf18X1ONwU/+kzBSLZpNjwQsIhSVtyYm7d2Ob7RRmhUDc2EoijR0oitI5u8/kNDSqk+dudXLLp1i9f9wZQbE+W7nhZwcc0hjTOuj1Sj9ca4JCpN7DIkiRNkoTM4OGClt4Lr1fiZP+1Xu9MDXnEuRQLv/OuEmzO48MQ2r39+HcdRD/piPictEoQucSyQqSprRGHCW/8iZHvyVBh44iAiPWuxtlLjlz46WQaIcz2D//U7j7I3WpBO+9zeHy4zm3uRTrfT4OJqyqWDhOMNuDeHVKrfL56PefenCm6MZ5ysS/7VwwNKMQGnyT9/2CLQGmilYLAIWGurz5qha5xZd5nPQ2apzfFWyq1JhqULXv+xkNNNwc9+DbSaDbrdLvfv73KikSgyAvB/fCbk8a/vqJ5dvcu14TUKCZ+5v+BTNwu++vxR4ihCpIvl7M75nsm7vu0Ir/nDfS4fRDz2kQlvfrEiRmD5XBn01fMOvOKZJrlW4+pgQCHh8iBlEuV0asoTaH1jnR/5vevcWsw42VDXbM/g4qrDI+uuwp6subzqq+qkUzXA13Aa5Bi8/ZsEd/dn/NoTOT/9ETjR9vjRr0o5UTe4tRBcXHNYr5WcaetcHxdcWLGo6TmG4SpkUqOBrLxFNF2j0axjWhbz2Zw0zdCEwNB1/HaX+XyO0ARpkmDbFmVZMhgMcN0HvRc1DGnbNqPRmFKWRKFSh7quauTXG3Us21JYHE1jPJ4QBAFxkmBaFu1WS1VHoim27WBb6txWu6WyoIrK4dfrCjaZZni+x//L3psGWZae9Z2/sy/3nrvfm1ttWXv1pmZrbaANARIWDMFgLM8SDkMEFgYDQoC2brXUWtsSCAECyWAzEzOOMXjsMcsYawSIRQgsCSF1q6pry8qsyj3veu7Z9/nw3krJE4LpD/Np5BNRX7IyT+bNm+d93+d5/v/fv5IKZKPCS2fIskQpSSSJQOg4jkO73ebg4JCo1QYqglCgdfr9vogyr8pjaK0sK0iAqqrCs9VscvfuPaazKSsry2R5Rq1WE9kxpsHe3tc8q3/N6/mqvP4Z8K8XCq87wD8GPgcYwCcXvoj78uCXAU9JIuWpAN5wf6gO/ChfkQ3/weIfwL8E/hdJkm4jKpPXAyw2oXcvvhfAU191rzcD/0aSpPcAf7O4x9/9YlWVXq+Hrmm0WkLRggxJGqErBoZp4LkerXYbVdOwfYskFXyhOI6FQWg4wq7VWD93XqANpIqDw328YMY8G1EUYOo2tlJHL2vIiYWlS1R6RkxIGEagLdz0AHJFlYOqqKRflXwnSZCluWhfVVBEIKNgOgb95gA3HYFcIivCrHnfmyJJEqQKmmrguyFra2u8+bGIuFQZNG3a7TaTyYRut8vW1hY122a5KXLRkSSCKOJnfn+bO4sH/g2XYzJUGo0ab/iDybHscy61aNbraIrMNEhYbRS89w8nbPk2Z7ciHn/ZPkGi0K0JEf7K6iojP+FeJBD0EvBDlyvu7c/YEKMskhx+5XtWOdlUmc5m6FJKXEmYmkynbpCXJWVRsXNvjzzLaTgNdscuNyb5ok2VEZYyaZSLpEeEbyOVDU4sTIq2bTObT9CtCsduYeoOEhI37x2wMfOPB88ScLlvcnqpieJ0uO3OYBER8CMPqQwPD1EWb9TppS4X2hNuzUoudjRODdp8/PVd/slv3+DaQXh8z6SAd38mYicU1cMdDzJFbPKKEhMUQuEmyRrjpM70IMKRI86eWiHPEjRVpm8o/NijJrvjlF98FkqEsKHRX2WptSAvqwo//AKHt/+ZR4XExrzCz2WWmhZylfDwao1ndgMMFZ78dMj5qyIqOKxUPvBdywy9mOWWzdEs4MaR8CzcnBbM/IK+U2PQbfDIWl2g9QcmtpRTBLNjmOXFrkoVzQmwiMKQaZiz6UvHLVIqsdE9dxTz6//NElVRo1MTLZ99xTwWs5iKhWQpqErAzclinjJVqVSNn3i0wI8LHrnYR1YUnnxZQaHZtEwZ150LCXkh4Kx+ELC3t0cYBsf4kk63w872DqPRWMxQF8IEXdeZBCllWXLnzh2SJKbVah57wILAJ03FvNM0TbI0o1arc/LkCfb39wkWaYd1xyHPcpyG6HjMFt6QbqdLSQWmQ32RE6OoEodHhzj1Ot1uD3fmMp/PaTYa2DWbRsMhSWP8dE4Qz4XCs9AZDJZI4wxvLoK3+v0e+/v71Os1Wq0WqqowmUyxa9ZxR0RTNRRZoQJc1z3OWBFECEjSBDUWCPxP/KdP8MgLHqbb7fy/La1fWWOfzydVVfVFhHT3q6/zf8vn/jvg3/0t//d5hJfl//nxGPj7f8vX/CvgX32Nj98BHvs7f/CvcRVFgawo5HmGoqpURYWl1aCUsEyJ8XCM73nCPWyaBGFAGES0Gm36/QHPbuwyz3VUWaKt+CjWjCj3KKoCNJF+p+k5ihogK6DJNZp2h7KoCLOAqpyhyRK5FhPnoYBKSgCy8JdQUVX35yYC01LkBbKkLsJ0CiRDosgqUO6nNIrNpCxLyCX0QsN2bJRKZH5nSUrLMQh8gVu5Tx4ty5Juv08mG7SsjL3dXdxk4V1YDEzrj/Vo6DJ2zeZMbciWL7PelGlrGYpWMfRTVhslO/d22PL1xQKn8OQf+2yHwj/yrlcIjXtdrYTkdlpyulagl6BaDc41czbcistdDSubMRrCJMpJSvG6orQkzjWaps7mnc0FUtym2+0QxbtC+TXJudwzqMIR9U6T8y2J27OKh1Zs+o7ICMnzHN/3CbyAutNHQpzQNFV4E861RM/+ysDEnQc8dxTz1Kdl8nzKgg/NxY7MctMSqr2qol6v0e/3eNtLU/a9grW6jOf7FHqN575qMwExc7m/mQCcdiSausypUycJo4gPf2rC1cMJZxrwMy/pMAtgltX40j2flpYyaBikWYySefSViIudBjenBWdbCv26QVmKaGBV0+g2TC52Qm5PC87UK5abFp1uh9FwxNtfXGM/qPFT/0nMQG7PSp741IQ7s5LzLZe3vNBiMo6xDQNdEZ4VXUYAGpOEvb1dnnxZCy9pYiu5wLyXJXmRCwVjBfe2d+j3ukJafGaNy90R10cZF9tCEXVjnHGlb3DhxICyKEnSlDf+7l2eG6VcaCd84LtkLNNAVVWRP78wWV7uaZzv9dkLjrA0CdcV8lhNVek1bSGXl2Sq8itZLIP+gNF4hGXZKLJEHPpsz2c0W23STAznbdvGMAx+4nc2uXoQcbk35+e+WQy0wyBAkiV0zaHUKqG0qteIwlBEWsgy09mMsqyo1W3yXDCyoiii0+mIDHitxlrfZuvuFh/8fMbtmaiq3vPtPUzTXFQLBbPpjKqqOHf2nJBw5xnTyZTB0gDLsrAMizAKUXSVpIyRNAlJAbkUSJd+v4c7n+O6cxRFZnl5+Xi9CxOBYUnTlJkrpMv3432brSaKLNRph4cHLA2WcZw6s+mMRx59+Hmvr19XTvk8F6iOshS0TyGvLBZDr5gkjul0FpWLJFGzbdI0Jc9yTNMgyxVqtoUfW1QSqLqEU0+Qiwg/rSjKCktX6NcsNEUmL2VkzUapFHRNzGLSJMOSLaHmMGtEzAGQvkrFdb/akBf676oqkc1qkYMiE/ghVQFIIhtF0sTbmKU5aiH66ZZRo9Vo47k+umEQBAGapnF4cCCGuIZBv9/nTb93T6T2NSWe/LYGy5bK2WbIHRceWrZp6IIacGfjgH90yqVqrKJYbQolo/InrDbqHB4c4mgy59syt2cVZ5sydxYgytuzkpGXULcj4iTh8ZfUBQVWynnyU1PuzF3ONuADL1FZaQkfxWw6Y+BYnG+l3HHhQkdBTkMOJj5Oo8bA7FOWsLOziyxL/Mp/e45ZWGBKGXe3UsIw4smXLRNkMmu9BmVZcjQ8WiwwOk69gVJpaKqBLMmMJxNc1xWyUqtHu6bz+n99mwp4Zv9+N1dAPX/qm+u0Fn6NsihEOwJ431/43JqVnGvAW19sobhDrvR1rg0TNInjzVHcCc404GcfhTAKmc895mnFtcOECjHT+vB/dvnxB3Icp80w1igkGE5maLpBrbNEJU954zfAL3xR5uY440d+6zne9XLRGU6yEt3WedM3KihWm9SbMI1LGll+7Jqu5R7nGhIbczjTkLgzFTbdjVmF01vB0SqG84RkoaNMior9kc9yp0YUxTiOQ6tpLfJIVI7mCbcW97gxzpmWFrrrMlhaIs0yfuyBnP1JyDc9eJ6iqhj5MUoasHFH+CNSvmLGvD0tKFWbLEuw7RpRHPPT36AyK5us1AoiPyWJE5aWlkX2uwQpOrVaDVVRhcs7hZqiICsCqdRoNEQru6rYvbdJq91meLhPEPgoqobjNLh5d5cv77cpkXhulLB76GLLwudh1+qcWDsBkoTveQvxi4aqaXS6neO5Z1mUgjIuSWLz3d/n6c8mbMwFOPXHvtHk1kxUWzenBZXhkCU53U4X07DY2dnBtEwqKtptIRyYTCYMj4Z0ul1atQ6GbOGHwuFfSSVZkSPf95tNppw8cYI4Ttje3kZRVBoNR6xxkciWj6KImi2YdJqqUZQFWZYyccWMp93uoOkavX6fwA9w7MbzXmO/rjYURVGYz0VOsmHoZGnGZDphdWWFZqOJJ0nkhUiDE2wdnbISGPqDwwNhVCwKpIVbvZA0NMnC0k2irKSSRJ+yrCqKEipE6E+vvoQsq4zHY1RFpdFoYJqCZlxvtSllGUVSURUZkFFkmbzIRYQwIuALSZgg60obtVKRMxVN1lEM+XiALyGTZBZOvUmRCX28UInomIvTSAWEQcbsaEil29ycVqIV4VYodov5eJ9f+J7TTLwEWxWRqdEiHrXWHhBqbaKsoqg0TtQt3vuH+2wFCpe6Fj/7LQqZrCKlAb/4RVGJXOkbnBq0F8Nyk7IoGDQd5ilsemKwe8cDz5sjxR66abJy+hxtS+XdrzTQ6m3atsLVL1+j1XFY7nfQ1QZZJrGzs0uj0SDwAwatFq6boOs6g0Efz/MwFJW93V3OnDlDvW7hzqfkGcRpSujGrNs1Dg4PiKKIZrvFk58ac224zYW2wroDGwuUiK0JBtaFtkJNLUnSmKoqiJOYLM/ZHs65NROkgY05yGYD09J426tqXN/Y5t2f+8pc5lxT4o2P1VBkhZODFrs7O0zGE2o1W6jExPmCO7MCNyr4zb8Zci9UOdeU+ImXLDGKJLRQwtQdxv6E2xPxM14fZYz9DFvJibKKBjlmvY5h6rzlzytuu7s80B/x9GtWiOOYNE158mVNYjRsKef9n425dihkwb268D04dYcXrLk8s+dzvq2w3K4xGAwIw5C5O2c0GguznGXxob+YHldjhgrv+IuI9XrJEy9z2RkKqnXNnWMYBnWnTrMVsb0TIeslhiUhhREXFlXIlb6Oo1f4XgpVRbPZFEmR85SLHYWf+eaMIAhJ04QkS3nqz1zueBIX2wqPf2uDd/+5u2g/qrznVV10TcMwTW5u7bLWbWCYJvW6w3Qypt9fYjIeAQLJf6mrcmNScM6pOLPSY2/nHmsnT1MUBYcH+yiaIdD7aUq+yHP35uJNy/McRVUwFn/n7XYbNy64Mx8KYcu0oGbbPDAoBKSyAdH0EDdNGfQHYq7ZbFCv1xmPx0wWCq8ojGi3W2xvb9NutZjNZli2ha5bRGmIIisossrcc2n3WniBT82yWVpaEmgoRaKkQLc0sjSj3Wkyn3scHR3SbgtfWJKkeJ7PqVMn8X0fWZJYW13js5/9LHGcPO819utqQ6mqippTp8xLyrKi0WgQRiGtBXqhrAQ0cjKZLLg4BpPplMFSnziNqDs2s8BDQ8apqTRUCOdQSHUcuYEkgyJJkAtpsiLpKKV4s6pS3B+ziWWImOF2q01RFiimjI6GLTcwdRtdNYjzgKxMhdy4KoiSALkw0AqLkpIql6hpHcJyQikVyIrK//rlZe66Ohc2E97xrU2mrsssLjnVNKlKmExn/PPPJWx6EuuOwRPfavNAPz/O+Zgf7dLrd2k0aqiqzGzqEgRz4iiilHVio0+cVsgSrLZk5rOArUD5SghSqgAZvabNu19tcW9vxrkTXaqqIixVitmMdqslJItlyIXjVpXOiRMd8mDKhz6fcfczmzzQN3jLiyyUcMbBPGdlZQXXnTF3U7odmcODfU6fPs1oOOLw4IB2u3WsZjEMHbtWo2bbzOeeiHVWoFazmc1C3vsXPtdHEy50DvjAdy2zvr7OztA9Nj3enha8/TGdp/6zUL+EmSD5NkqPoiw4OjyiJEczQNN1+rXaIi8l5axTIuchP/cfQ25MCk47cKUvAI5nGhJPf+eAt//RkFvTkottn3e8vMX24YSV1QYffI3F2/5oepz9UrMVtqNCVA5zoIxo12yGXkki6TQMmzNOwJYncaGtYMkZpmHhFVAkEYoC87jgtisODdeGCc/d2eHi6RVBpo0ixp5La23AL3//GpMww6gSwjCk0xZ981/9+xfZ3B/Rd0yGR0cYhkGz0SAvCobDoTgYzWNuzcbHz1lSiOp005d58k9dtgMhcf7v1xS2DiaspilJlqBICjIySRSRpQVv+kaDaVByoicUmHEcM5vNmAQpGwuT5M1JgWR0kKQRiiZzOI3FvGxx4j+MpGPX/K1JziwuiOND3v1pj1uzgvNNn3e9vEeSl1j1Joph0F1aJc9znHaXDz2wghuXLDUtkMB2HKqyou7USdKMSVjg1GqwOMStLK/g+x66rmPZJlme49SFBUGSZUyz4FJ3xo1xxvmWjJT4vOFiTPGAzcVTSxRlSZHnyLLE0dERum5wcHB4PERfP7NOEAaLe4qFXdN0oijC1E1GR2NxmFQz9JpMJsXouoXne4sW2pS8SglTnyQTX19NQJVV6naD8XjE0mAJKlERua5LXhQ0m01WVlbIsozxeMzzvb7uNhSqCsepC/QzQmKbZSkVi5aSLGPoBr7vESdCY17mohxVJBVDU1nVYW/jixwFPrZtL1ysApUQBAHZ4uRSFMVx+6qq4P+Yn+Ygt1lR7/J9jbsIJfBXhulVVaEsUtTuM8DKUpTQzVaDZqNGpVZouoqmaVSVgqWeICsT3Ljg7kzMMG6NCzZ2RvxPN2HLVzjXmPGTj8A8qdhcyC03fYlZVPLUt/fYmabI/pAkyTEtc4F4iJEsh9LziJOMqrFEdH8zacso0Zi6nPPAInhqvQEf+1K2wIBXvPXFClfOnsRxHH70t29wfZRyZWDyi99rEUciy+Hp16wwnEd85LM+//QPJlzoGdwNKiEHPYrZ3PUxyJCtBt/00AVkRWI68Zm798izDNsWPXNVU9ne3kECdMMgVUwGzSa+7xHGETfu7rPWdbBsGzfyjuF+tyY5htNDkmQsOed8W+H2tOBy38DUFQQQYvH+JD4Tb4KiSRSqT6FElJqMJGlISsm7XlNn7BeYhUSQyNxYSI+3PLhkwEdeXUfNQvxMqNbuL45v/6Mxd+cV61/e5j2v6vJL33uK7aMZtlJgmgaPrAY8s+/z0JJNx5Co5JjMVpn4Cp7a5EcfrZCqnLNrPWazOXuzEMVsUhURy2traKrGIys+z+wLMkG3puF5Hq1Wi/f9ZcTVI3h42edXfmAZNXMpJYnZzMWpi/TEigpnwXcqDYfh0RGra2u4sxmO44gsczQeXLK4dihMjBJicT/dVNgUGgyuDRN+LTDY/ZLL+ZbPE9/q0Gy00A2d6XSCqpREuUrfkWm32wJ1omk0Wy3sIOV8K2JjJthmjloxksA0LJpmyvnF7OtcS6anpcdKtSsDg46tMoslbs1KUUG6FVZ7iSpysSwbWZaIopjhzg5Os8HexEdKfHZDHQnwPA/dMKhkmcf/cMiNcc6lnsa7X9XDME100yCPc/zJkLojAsuqolooRIWB8qe/QSbILaQkYDoNOX/uPK1Wk/l8TpKmC+x+Qa/Xo9frEcUx7mLGWVUVm3fusL5+lqtXr9Jqtbhy5Qq7e7v01T5LgyX8wEfSK1BF2ixVQlFUDAZ9dF3jaHJAZvjEUkhRCFKAJhnEXkDT7FFS0miI1vDu3i4ry2IjUVUVx3HY3f1qP/rffX19bShUhEGIrhnIsnCOlmVJkiToumgH5UWBruvHOfC1RS51zapRVhWmCl/+0l+xdOI0Zy49glFFNJuN4/lHFEXHOSZBsBjaSTKZYvDx375HBRwWNR572Svp1HQmkwnFQt3V6baRdUiymCSJURSZsqrI0lQA2ioIAw9L1Wl0TKpMbCyKJtMvKk7Xh9z1ZU6YKdPJnC2/L3Ddc7A7A6zQ5Xwz5bZbcb4l0TQlnvjDIc+NUs414KlXDTg8OAJJWkTwlpxtwBseaeJlKlCx0lYw8yl5lnP+wgU+fK7k3sGYoih5wx+MKav7RjdHtAmmIddHqZCTHsVMgoxu3RIPgSRjmhbXjoTc9NYo4WLP4NY44WxTJp1P+Y2dFttRxpUbGzz92lVkP+Dg4IhGfxXP91EUmbwoCHyfqTvnX9w02fRHnG+O+dnHDD7yJbg2HHK55/L0a5bRyuSYqntpYFFXSw6PRkRRxM99s0amNvmlz3o8/ukEQ4KkgrP1EkerKNtN0iokLGKyMiOKSoI4Rg8TdFUHqcDPK9S84owDmwsq/e1xiq7V6XccJEXmQlfn1jjlbFsR5kEkNuewsTviTFHiugG9EwNWllf4tR+UGHkRtiJkq0dHQ3pGiiyZjLySQG1RL6fs7u7z4S+WbPoy662MN3+TcHUbhsEHv3uNzz1zg/Mn+ywtLfHsM88y8tJjj9Gz+yFHboRWsQB+Bni+T6vVRJZkiqrip35ni2f3Ay60FZ56VUWZ5yhBwBOfmhwTiT/62g5mGWPX67z5E0dszXJMBZJCYr0hsTVXjkUAO0cu1mhEnuWkec6v37a46yucbUp84LtCDE0njGPe+m9vc30Uc64p8evfO2B9pcfNmzepkJnFIjf+LY9J5IpJXS1xGg0+9PcUDqY+NbVk7s5RJInLXY0b44yLHZH6mVQVfiB8HpPJhG6vx/v+MuDq4ZzLPZ2P/sApZFlm884dlpeXOZrH3Fh4dK6PMvbGcwwy3vBbz3FrWnKuCT96eYpTq2MawsemyAplWTCZTpknMZoEFy9cpNvtCOd6WSABpmkQxTFhFHN4eEitXqfRaODO5yLat9vDcRxOnz4tWHxlSc22icIITRPAR73UUNBI/BTL0dFMGd/zkSSJPClRdRNDrigkISFWZRVd0UjTGM/zKMyCLBPEha2tu6RZytJgiUajwdHR8HmvsV9XG4qERK1WYzweY9ds/EWmdlWJJMQ0TTF0HVmW0DT1uMSM44R2RzBtbt64wYmzlwi1HoduzNm2QrstZgTBV1Uss9mMPBdD0DRJWV1bOW7xPLhkoZUJ+/tjVldWCMKQOI5wXZeSgkrNSOWQOA4oKRY68gpFUkV0qKZSSio1cxkKnThJiKOYJ15hUyg2ezdvY9t1HoxMrh3GXBmYnB50SNMav/7f1TiYBkipR1SqPDc6ON50vFSi02gw9lNuTQIx33ArPMmhqCoGDRmrmHPvYMaZU6dIk4Q4jmkYMpKkcL4pc9utuNBRObvao1avM3fnX3ndyxZaGbO1uYtdqzEcDamq6rh3fq4p8dMvqNCdJdQ8YhbbbN++b+JL+MKXb2LJJb+55XD982PONeFtL66JqtI0iaeBiPNFmC4Lu8dzw51j9MadnREneg0+/H193vT7O1w/jHjDb1/nyZe36Pd6LC8tszOac33BrcqAD39nl46SEMUxFSXj/4o2iwAAIABJREFUOMGyK8I4pqgqNFUl8AJsy0BWFfKipK3Z/OPTKb+x1WTbh/WWgpIF5KXKU38y5eYo5VLf5I2Plvz830jcHovqqN/QefxPXO568PDKlH/x+hUkCTq2RlWpSLLEyZMm2/e26RoxkmQynJf4ahsvHLLpZaL6nKWYzTXiOGY6m3H3YMKJnkMURRwcHKAbOnEFp+ySzUBUrI//n5u8/zXL7I48mvU6WZYuQtdK7h1MeGY/PG4r3dza49yJASMvEZTlRZvw5OoqRTRjd+hxzxd0u7SED7+mR4OQf/rJgLgAS5N56Tc/iKooHA2HuHHBvS8dCKbZHO4dzDCljA98PudeIBBFGzNBmPDmc8bjKR+/ZXHvb44434Q3faNKq2VRFBJuXNKyJEwyqGTOnj2LO5/zC9+jsTf2SL0x12/cwLZsqqokLwps28bPBI7+vo9mGub06oagLdRt1nSVKwOda0cpl7oqyy2bWVxwazpZJDqC1emSBb5YL9odNE2lBH7mP+5yY5LzwMDiPafLRRKsRpGLKrasKgLfx7Qs+v0+eZbj+R6j4YgwDCnyghs3ruM0BCT02WefRZIkMQfONKYzl1yx6DcMJEmsV1QS2aKNnyUZhl7H0h2yIqMocwTSSUZCZndnl0ZD5NPcT760bYs8zxkM+ty69V8Dtr7mdd8VWpSiCun2umxvbzNzZwu4WoVhipCtOIpIU2H+A4k0TRkNh8iKRmkP8L2Ejl6iGxbSIkKzKsG2bAzTIEkSJBDyPNvi4PCQH38wJ9JaOKVHFBacWDuBLIu8Z1mSiJOYdqPFcDiiTHVMQ0c2SzI1JsoCUa5WkOQlUZpQSHNyN2B5bUn0VOsqWSDyFQaDHh990Vm29sesduqEYUCj2RSu8DLG6XZQVYWL7SG3pgXn2zJFMOVwXtJoNoS81y1Zb8h0ZQ/FamBJAe/9U5cNT4cvHHClp/LeVw/QVA3f93jny1sczEKI5kJhoqrkWcYbH5Uo1SZtS8X3PAzTRF7o+gdLS3zohMrBLGCpaVOzbXZ2d0GS6DomZ5yAux5c7hmc6NlsD2dCDYTEhgu7ozlnV3uEQUDLUll3KjZ9ics9nbWaUJ7dmpacdSoePHdCmFdzmVvjVPhURim602HuzfEzmTKccaZesOUrrNcrTjgyilJnd2+fj15TuDmVWW82+B8ectEM8fjouoaiyiRpJoyolsL/fNdhJxAD6tvTgqc/V/KGR+dcPYoXoVUxP/8FjVvjnEsDkzd/i8qTf+JyNxDKvmf3I/YnPksta9H2FN+rpMSu2QyHQ/pNmbzQmQQlpt3lTOOQLQ9O1koaOgRRxNv+r0M25vDQksIPrXsYhs6HvlCw6WWsN1VE8IJAnvz07+2w5cGFtszPfYsB5YROt0OvrvPQcsXVg4grA5OVdoWqKDx88SSPXN0QfpS+SeqPSdMMx6iOs9sfWrJolD5BoZAWon0YpiW74zkne03yPKNZl3lg6SuHnxc9epnt4YydYOv42V1vyhik7OwMOZyF3A0F+fuWW3H3YIokwYe/WHFzOuVyV+MXvueUQKQoClv7I9QixjAMut0uZrNHyxLU7Va7je95qKrK+daE24thfhm6zEsTqgpZVojTmJ95TCUqTPp1g6oCR6u42BFYnvNtCSWNkHWdKAq5ffsWsiwTlorwSVUikXJnOGO14+AOR+RFQX/hjzJMk1azia4bi3mMRbstkhTnnodh1FFkGadep1peoshzHKfB3v4+H31O5dY04YGBxHtf08G2bBI/JY5jOu02hmGgaSpOq44fzwmSORISiqyhKAp5UmDIJs1F5G+R56gLDH6z2fr/HA75/6urKEQGb57lwhmL0KD7vi+qAFkmDEP29vYwdINur7eoWhTu3ttm+eQ6B0FKVYFSpdhW97jdlecZsmJTFsJBWxS5QD9XYBgG7/1MwIY7ExkWr+lTUXE0HNHtdJAXOHt3NkdRVGq1uogTDko0SUc3aqRqRKanaArklEgKlIuAHcWQ8FOFbC5knN1ej7Is6dQ0pmFOXVNRZJnZfI5hmXgZSJ7Lmx8zyGQTk5Qsz7FtmzAI+Nlv0dl1cyR7AFYJ4RHP7Y3Y9L5icro+ytncGbLaFQ93rVajn+dIDYGj0BcMo5XlZdGPr2B7Z5teryv8AemAIAhQFZVLp1aJIvF7z7KMdrvNWz95yOYcHliy+eBrlxmPRqyvdLm8k3J9lHC6VpLNJ8zrOrouUPlPfGuNBJ1kPmY0HvHB166hWC0MUg4PD2i1WhTBdDFET3ho2aYIZrzlEwdszBF8rFd0QK/jD/eEb0lWUOttbk5nIkPe1UlKDXURu2oaGrIEll3D0h18z2TTE8P0eCG73XDF39blvsmNYcx6U+bWWFQUN4Yxdyc62+FXMOFnmxLR7Ii7icNKu4ayaHW4rouu6Zw6dYrhcEjXSIgzkzCV+KFv6PIv/2bM1lziTb+/zZtf1j8m/l49jMgv2ESVxsZcxA1vzEpO1Up2QpkTtZLNuUyFmPHoThc5EWmBqqLw0R84xc27+yw1bRFXsLNDVZV87AcvMw4yOrZKEPiCaacovP2lCmM/5dSpE2TeFAd4YJBzbZhwulYwHo/Ripg4jmjYDv/8dcts7885vdTBnbvU1YoHBgbXjhJO1ive/+o+Tn1h4L17+FVPtISiyOwMXW5ORRjb9XHGsze3sOSCj/zeXTbciosdlQ++bsDbP3nE1YOIcy2Z93/HAG8+J4wiGo7DE9/WIEXDlgV1XLSXKkajMX4wJ89THEMmqxIqStAknnx1HS+RaBpQZBWmZi2qH5FoaYUB55oBd1y40jdYalhQVWgi95rpdCq8Ns0msiyTLJSDSZKQZxnufI7jODiOIwQKkwm6YVBKMuPJGDcujmdy145i7u7N6Fg+lmnTajY5OhoiyzKKIlOr2ciSjKFZmJqFLCnMwxmlVBClIbZlEwYh97OYwijCNIWq7fleX1cbiqIoWJZFXuTkRY47d3EcB0mSaDWb7O/vc3h4SJKm9Lo9NE07fmOTNCUKQyynRXaUYqgSSinyAqIoAkTpqigKURjRaDpkWU5eCJ/Lzmgu8ByVGBAeTAJW2mKoLCsyURxjGCZ5UVClKbqmYZs2qiaQ7EgwmUwwJBs5AE2SkCSZKHS5c+suH79lsuHOWa+X/PBZmTRJ2JvPec9nAq6PUh4YGHzwtWv4QcD7/irk6kHEulPxcy/UaTUNLLuBLlts3LpDvV5jPHUx66uERUHNSpmNQ86sdDl3BLdc8fu82Ja5cu4E49GY/kKqq2oqzUYTy7Y4moa4rkuj0WA8mTD2E1qWQiVVIAnWkqIozNwZURwxCTJIU3rdLkdewu2pOD1fPwo5nAUsdTskccIvf3+LnaMp3ZqO5/XZ29vFLSqCAjppTq/XYXX9NE7DQVUUVFWnLDWszjLb926jKgpPv2aVvbFHTSlIJf144X1ulKLVl+nVDTZnKuPJhMGp8zw06HO5G3B9nHK2nbHSNoTLGKjKEiSVlt2nbS8xi30u9zKujzN0RRAALvd0fuULEbdnYr7y869b4h1/7PLsXsj5jsoLL53gyu0dnhulnG1JPP4Si6c+7XFzMuXBgcmHXrdGFEY4dYEOURUFXde4t73NSi1nt9QYRQp3PdFq2vQgzzLONUVg2Em74GNfStiY/5cZdE995xppmtKr67ztk0fcmhZc6KhUkYth22wejGmZMpPRmJV2jWazSVHmtFoNtu/tcGb9NF1biFIkJJCg1Wgyc11+6XMT7vzxDS62FX7i4Yo3P1YnLGt85LMeP/FJj0u9mLe+yCJPK0rZpK66xJEAFbZaLR5/qc840ElmY2zbwvM8cWo2JC61lWNp8Ml+k3PnzvJvdze4OS14YGBy8XSXvfGcjbm3yHsveG5nypcPomN/1OEspKFLJGmCN/dwGg4tQyUMEuxaDU1TRfCUBGEUCZqEXBH4HnEairA9SaakILA01MKk4/RFSutCzGFZFk+9QkK2GtTVirwokGUZx7k/d60IF7nv9423YRTRabdB1eh2u9RrNUbjMc1mk8l4zHg8ptvpIEkGZ9fqPLg84epByOW+zqBu0ul0iaJIGCsX8xpFVvD9AKdZx7GayJJCmibYeo28yqgUODo6QpJksiwTKZaGSX8wOA7fej7X19WGIkmgqAK/MZ/PkSUJy7LwPTE9raqKKIpZWV3h8OAAVRPO0eqrFFsZGpCiyyVSmTGbTfGD4LhKud/+qdfrpAvstDf3GDQbXGhlxw9B21ZQVY2GI4KRPM8XMElJYjqZ0Ol0j936SBK2ZTFXPGo1Gz/w0VWRYyFLEsN5yB3XPJZq5ooBSLhReWwWe+4o4frWHlVV8eWDBcbCk6jqBtP0iEiyaOl9sixlOIqh1sfPJHqNlCLwyLKCUlN4/KUWblKSxAkPXzyDutik567YZTqdLuPJhHf+yZQNt+KBJZMfZ5uf/3zGbbfi4RWbD39fiziN8BMFZ5H18PY/GnF9mHCxq/KB75I4u9rlwWWfqwcxDwxMzix3RIaDqpFEEaeWOoRBwPr6GZyGw0/+h002PYnzbZnffOFZoZwpsmNE+Y/977d4Zs9n3an4kQse48mEleVlTp06i67rPLg05MuHEQ/0DVbbdcqqxDRNnv5cwtaf3+aR1Tof+f6zfO6Za5w8AZVsU5YFSZaSFzK6Xqdld9EqE6cu8as/2OdH/s11bk1yLnRU3vEdJ/iH/9sdKkSi4DTMeNer2vz070VsTHLe8slDPvi6k9ze2aPXVhiOc24uWiVXj2Ku3rvD+lIPWYWyygmSgDD10RsS6XhGPZew7DpnGzJ35iKCuIrm/OQLJGisYMsFP/y7RwsQo1juLrRlmjoYjoMkS/zaP7jEzbsHGFWMaZk88akxN8Y5F9sKH3/9FaDCC1zCNEBCJs1Trm/ucmX9JH7gkyYJS4MlZEUhKGQ2vcNj/0W9t0pNLfHdiOvj7JhSPAk03veZI25O91mvlzz1yorlpSVB+64qlpo2d6NYtP00DSUT7Lp3vbJNqdZo6HBweMhkMuWdr2hzOA2xpJSiKLh4ZoXLvZgbo4yHVmwePtfmytWQ60c5FzoKTVMQd+/nphd5jpckzBYud0kSGSi6rrN++hyHbsBaR8AhBX5FzGT/4ot/TFT5KHmGGmlIaoVp2KiyShIlyAqYUkqSlqjqQqSTpeRFQRInWJa1cOPLmKZJyxBD+jzLWF5exnVdNFU7juSt1+uomgaSxFJ/wMd/cMDt3SOy+QhVEUKdLMuYpynSouPSarYwTAMZFUMVSk5dE+21NE9ErHICmqKxv3+Apqp0e12m0ym1BZbl+VxfVxtKkqRsbm6iaRqmYdJqtTFNUwDTJBndMPDm3iItLUPXM/Isw1rQOQ3TOnYO66Qs9fv0+j1qDZskTkjiFE3XFpkrkojarSpxynDqfOjvNdgZulw8tcJweITneeLzZVlsDrJw3y4vr7C6ukoYhti2TbHAhqyfWce2bf76C39Nt9fGrlsL6orL5b5IuHt42aZlCiPd+lqPy72IG6OUh1ZqnF0RYLoHlyaiX72kUxZjwmyOIstM5mKWNJ7HRFUNQ0upaxF3dzx+616D2zORdPj4S2okhsxoOFo8cAZlpSzgdjJRoYiheAXXDmNmD9bZcNPjTJRZWPHOT+xw9SDioWWbt3/7KtdHAgNya1IwC3N0PeGDr1tjf+jTc0zCMELXdWzbZjgekyUlSRBycHjI0IuP6bO3ZxWzsKBbk6ESBtSRF/PMnojdveNJOP1VsvkYkNjc2qLU6rzj25rsT2UePn8aRVHxXRfZarI5FwFYz+z57B7NOLvSZzoZEakmdTUjTYXHQ8dAKjRmnodWazELMzamORWwMc1J4vg4FfNiR4Ew4N4sZGsuvv6Z3YDdeY5RZmShxFq3yXozZdMtOdvKsawQL4N0HgMVURbgx3OKMse2G8SHHlk+5H98eB2v0FgzY7LY5Ze/DFv+Pg8t25yplWwFMg8v27znu8/Q0KXjYC7dMPCDAE1VqOl17uwecWPM8YYwDXNMKSEpY7IiRddMfv4LBVcPh1zqTPnQ605i1SzhLykU6mp1HF/88GqNU8sNyqqk1rR5YBBz7SjhrAOrKyvc+pM7i8OQxPZwxuHhIbIkIykKv/SMOCRd7Bzw/u9cEgFqiopit1hr2pRVxWQ6I0ajrlWsdm3iRGY0HqEbOu98eQuz0aNhQpj6PPmddfxERk8y2q026sJN32q2MBdRz2WZM1h2KApI4hhV1fjJ/3CHa8OEBwcm7/i2JuPREEmSeOGLXoRtOOSKQqGVzOMxEXNkTyS9lrE4tNaqOpZuL+qWkqqAOI4p8pKaUjuO653P51SLyjdBw57PSRfwSV3XyIuC5eXlY6aYF/hCVUZKs9cjDMNFW1TjxNoak8mELE2JopClpYFQti5ixRVJzJE02UCVKvJsxs69HVZWVjEMHd/zsG2bXrf7vNfYr6sNRdd16rU6jlMX8LY8J00EWkVZtBCEWivAaTgE/qLykCTuHk5xGi2itECRJdQywbKbRGmAF88psgJDswXUzjQZj8YsLy+hqApJItoMmqriaALAlmUZFQIwF0XRQlUWC/1/3WBv4jHevcuFi+fZ3dklTmKajSaPPvooVt0gUxKyUpSxmq7xvu9Y4mgWcbLfYHt7h/3DA5zuCk+/ZhnZbKIVkaAAZDnveVWPVDFQ5Bn3RkeABImGoZmM3AmlvUSaFQyckPd/KuSOa4ueMUL6O/JVlpo2aZosFHN1MsWgXqsJcQPesbLrUk9n2S651Ne4MRQZKNt3t7l6IBQ1zx6EbG3e4fJiiHuhreBoFTIyCgq2WnHkhpwatAnCEFmRecsnDrg5ybnYUXjHtzU5U6txuSfCnk7XCywpBzTc2YzDwyN0Q+dsUyjWLnVVlts1Nnyf1RNr/Ni/v8OtkcuamfFT31InTlPipCR055i6djzkP9eUWGraWDWbd/6py62pzJVBnXe9uslsOqLIS7YPPX7xr3y2/CmX+waXFrDEh1drnD+5xPu+o+RoHjFoGFBJtFRVtMaGGaYK/+Tf3+VcE975igZP/NGYO7OC9XbBP3vJlDDLCdKIqgJVVcQpORMxvKqsYdgmH/+izHY042RT5x890kaSYNMTG+KzByFPv1T8/S81TXp1gyzPWFlZYTabMXVnvP8vRfVwsaPw9hc3ONeYc2cuqNDjyYi1rkOVSYSzlIMk4doiI/7GJCfIoF6ThSKxLDAti4/9gyts7Bxxst9AkVWqPKMsCt7/2j7P3drFUWVWuw4Pr9Z4di/gYkfjxd9wiSiMuLe9TViqbHrhIlws52DiM9rd4zc2amw/u8HFjsLbXlzj3Z+eszGfc7Gt8MQra7jpGM1S2NnZodfr0a2J6F5Tt1AUlbYtMxnOKIuCdHFYy/OMLJOZzVwMU1QBZQWKmnI4TXluEQ527Sgmoc/JU6cWVU2BUuhouWCphWlIpoVkVSLovqgUUkgQTFECDU3SUWUdXTOhAFXW8EIXGRlVFUmNWZ7x+B+OuDktuNzVeM+39wT6vqo4cfIksiRh2zVsu4bvCcf7fO7R7XVRVQ3f97EsC7smZm/tToe9vT2WlpcF64yKqpIo8vx4bnxweMjh4RGdTpdms8Hu7i6maVKr13Ea/xW98jWvPM9RFBGlq6oqaZrgeeIEUJYVaZoIqavn0e12BQ5EVnjvZwJujDXOdzT+4SMpqgxylZEREwauyIDOZWxbIfB9Dg8P0XWDPC9ENgIQS6IKkWSJ+XyOZds0G01qtdoiFrhkd2eXMI5596fnx8j4X32BfZxHoKgC7BanEXKSIVWi6jp96hSzyZTVXpcojlleWeGnfmeTTX+Ph1dsPvaDPYbDGUVeMJtNWV5ZoWkbjFywVUdEgaYmYRiSqQ5+LmPpHlkSselK/0VexaWuSsuQSVORH5NpFu/5jMft2ZwH+gYfe/0JNFXlfd+hEmQyg6ZBWRa88+U+Xgq9uslfP3uLU7YhJKsV/PrVine+oo6XgCUJRclwOETVdd7zaWFEfGDg8ZOPVOwM3WOp6q1JAUadnmPytpeUWM0z3L31HF+8cYeurR63JGzb4i2PxbSXT9Mw4I2/e5erRxn6X10nzgX0cTvW+Nk/TzA+c5u4EK/zXa9o8daX1NgaRTx4skUQhqSKya1psai+UtyshqK5PP3nKbcmIRVCXHF9mPDR13YIPI8XPnqeNMvwcziz2mZ0NMI0LRTgQ999gme3hrz1zwTpeGNWMYxkbkxyKiS2ZmK4ras5WZ6jKgpKKWJb8zTHsE2KRGWam+zEguK7PU+ZpyV1vcbZdsSdacaZWsljDz+Iqqkc7B+wvbPDoN9HMzT6gwHTuOT6eH78e+2snOGD3z1mc3/Mr30x4Ud+b8SF9pS3vWqZptOk6cCV/oTnhimXehr+6ICl1ll0zUBVVMqqpCpKVjt1Dt2QU4MOEiUKGpKsoKQRqBbj0Yj3vrrPyHUg9Y7nCc1mk2XLZN0J2PIlLvU01le7HBwcsB1plIifc9+v2JiL2eTNacHNnT0M3YcI7KpJUbSppApZUhEuGBlV1jCNmG6vJ57NnR0ODg/RdZ2d7W3Wzy4DEmUloesGcn64mEVJXOioZN6I3UlGvVHj3u4mklkgWSVZEmPKJlJlEihj0iylqnLKIluoqhJSZORKQUokqgJRHSQ6umpi6hambhFjHGcD3RhneClIC8z83HVBktA1DdM0cRoNDMPk8OiI8XiMYRg4dQeomEwmIo5YlqnZNrPplP5ggCIrx4ZrVZII/IAkiTl9+jQ12z7ejE6srREnyWJQ//yur6sNRdd1JtMprjs/xkZomsgj8H0fDR3bEvrr4dGQPCuIkY/x6LenOW6UM6jJVHnGLB7hRTMsvYaJg6qoHO4f0ul08DwR2lOvO6iqiqaLk0Or1WJvd49WsykMeWFA4PvMPY8kTsBqHIccXRsm/N/svWm07Gld3/t5/nPVv+aqPZ595rHP6W4EacABWiYbjcGAKFcTlwM3oBGCCiJTN92Mto1gR0TikFzXvS6J1yQmJqgQBEQDIoPQ3ef02WfvM+255uk/D8998dSpbhRDv8g777PWWetU7Zp27apn+P2+3893/cYu6bQ/c4SbXL78OLEIMOMCo+lEEW/LZdoHbbIso1go0B7PSkAz09rewMMSGo2FBkHgE0URrluk7NQIJhHRNMIpWvSGPr7VQKYhrj1E8wQnahpXR4IzDZ1XX9BV38QwuHHzJg/+Tcx6L53nhFzsRFzd7UKe4xo5R5dUczCOElqNFsZwxBv+eIurkwKnmxZ46uS2OZLsjwbUHRMpTVy3pBredolL3d58Z2i5y6xWbM40Ay73Um5fLlIyJMWii6H1CMddPnxRZ3MUcqqu854XLeAWi+xsbytXfe6zN1RRvjlivpioofwrgUrOZb2fcH2/z28/JtkcSs7emPD6u8qcKCfceajEV7enOAb8y//3OseqcHX4RGSoLlToVByGLJRt9vf3ecenBzNxhMMD31WblVYkhYLD2ZUK5xdTHj1QkuLf+EKf0zO587FqgmPmJKniqhm6oZAlmoFh2VhUeOhzcGMMjiEIM0V0Pr1g4QUpr3uaySQxkMN9bt7c4uSpEywsLtLv9djZ2WH10CEGfkrFgtuXCjzWDrhzpUSjqJPZTUZhzsZoT3l5+hk/9oc7XFiyePdL6tz/whpXdj1uW61hmib7e/scOXIEiZxtnjR+4U921Omjucv9d9cwNJ0ojkmShHJliWqtqpzbgyGVZouCUyCKIgqOg8wlr72QU1tepqCl5GRULMHhYsJ2YHH7cpFvu3CM01+7yMYg42RdUKkkeGmElJJUt5l6U8IoQNd0EKBrKg4iz3PE7M9vWRa6rl6XBGzHJJcJul5EExaNhssb75oyCS3WWjWyLFVMMrdEkqQs1FtM0j5eNCbSfNy8SSGvEsU9MDIV3y0gmyHyb03mSMiI0TSNMNeZBgZGYGOKAmdaFutdhSWyZYQzEw/V6zMAaBQxnU5n5fAM0zCplFUMhe97rK6uMhqPqdfqDIYDCgUlABr0+9RqNZU1L9Tmdntnh0Orh4jiCN0wmHoeuqYzGKpNqDlLdnwq4x/VgqJpmkI2F5S0zyk46JoCRjqOTZ5ZyilvWkwmEwqOw1Ktxolym6tjyam6yaLhUcwlZCn+MCWKMgLRp1m26PV6+H7AsWPHkcAwSDHNBM+bzp8/z3I8b0oYhWSpAsgViwXquk4YhoBiP13qxJysaZw+ssz2VkqjUWd7Zxt0iW2a5IEOqcR1iySpUoHFcYKu6zRcY55Ncbqu076xQbFYIJfKw5BlGcPhCF3TIBM06k12dvfI7AXCOMd1hpiZJBOSn37WhCC0Obu6RuSphbZUdsFyWe9P54uJJtTrftcnttkcw6ma4H3fLcj1AjKOGdzcUuiXGXdpoxdzvAI3J3CqobG6YKJpJr0BbG9vYdk2BAFnbwU+NU2IJ4RJznvvWWQwTVlplOlNY+LdXYIwJDddpdZCsDHM6I5DppMJa2uHcRybaRDwS59tz16zxNaU8W6tkFN0HTZ6Sr0XJpI7ll0qZYvN4WBGn035V38y4LYFj1992Qm+cmWXN396PMs8h2MVyY2J4LYFi/vvOcJ9H7vOz37K58KSw0+cHc5xL4+1Q7Y7YyoW6EbOMJTEieAtdy/wL/7gJhKlAnzvc6BUKRAmA8JcomsGBbOAgY2JQ9mtITPBu/8q4tpYNfbCVHLf82qcrkqCqI8GTI0yGTq1ZYut7W2q1QqLi4uqPGKavOajl9gcSe5YdfmNV55j6CWUbYiTGE1onDjU4vblEY/OUPwSuNSO2Rl0+PBf6zzeTrhjBX7jleeIo4hOt8vCQgtN0zgYBTyy682TFDO9SM018TsdSiUX27LQNZ2Co2T5t3bHhWKBXq/PZDxB1yHzh+TFIjk5CPgWJbK7AAAgAElEQVTJY1MOnzrLuWOHQMC931EiMxwGvZv4mUEUVTHMnEizCaRkb3ePYkURfA3DwNIchC5I8ww/COhOI8qWmMVECKTMSOIA2zHJ8pQ8F5iGS9PVGI6GjEcKMKsbBkcPH2VnbwcsHU3TSZKAQB8hRkUKVonU8slkOvvESYRQJ9i51UBmkGYgE2U0FAFaPuVVdzqEgcPJlSoryyuEgVKijUYj6o0GhWKRYrEIKPWnbuhKQSYEcZKwt7ePYehkWUqpVGIwGMwxL51ul+XlZcaTCe12h2qlQrt9oIgdM+zS6uqKEld4U5L4/5cNf8NxS6mVZRmGaRAGIXme4fk+oFhccKvX4rKyskIUx7z3xQs41QW0eIrrlpRCTF9A1zSWV1b4+Oc/w3ToU2xWKJdLtLsd7pshKU7VNH7uaQLbMkmSlH5/QJZnFA2DarWCW3JVo1HTKJfL+L7PR155nlGYkU77s/6KqXD7ZZdcT5FkhExx9AqOXSBNE2zLolIp0x8MMAydX3y2jVFaZq1ZZTQccuPGTSaeh11p4siYru/jOA6H19bY2toiFgXGiY6u+VSciHQocRuSaR7haDH7/R0qdotAmohwQh6HiszaSzlZgdc/y0XTNF778RknayB52yd7rPdiTlbhzc9yaJUKnG0m817Je168gJdqVBzJ1B/zwF8ErPczjpVy3vV8NeE8/LJVHr+2TYEETUVdqtNd1OP1f3SNjWHObS2Lj7zyHJZpcn5RmQePFDNyf0Sx1aJWqxLFMT/7X26wOcpRKHrBfc8ETYPfvii43I044gre+8KqogWLZOYb8Xm8E5HDbGGJWb++w/FmgQuLMY+1Q07V4eeeLkgpslgtEgbBXKF18SAkPalxdkYDONMwOH9yjeFwxJv/7ICNGan2bF3jxJNMmYcXiqR5wmBqU3I1dExKVplKqYZbKOHYRQ4GPld6N+afb9sQvPMvhpxftPlXtyUYloWum0RhxhCX1sIhNjY3sWwbx3EYBOlcPPHIrscoyGiULMQsoppZKNO/feU5DkY+b/3jTR7vJRwr50w8h0uzE9XX9jwuXb3JWrNKt9vFsW2EJiAac2HZ4bH9kHMLimJsO0pmX6lUSLOU/qBPliujY7PVnEcrWJbJ1JuS5VI13HVNIYiyDLdYoOroTL0paaryWBaWygRTCy+JMSwTTZMkqcHECJHRhMmBUlfpmoGhGWhCnUju+/O+AnU2dIX7N3Qcx0LTM+JkiADyXGLZFlmS4zg2mlajVCqh69oMIaQyixQrEOI8xC0UkUGBolUiNUIifKJE2QvUYiKUoEYyz0FCQp7lCJkikgy7lNDzJHpPZ6m5jJQlet3urCRYm2fMF4sKhFoqlWZpkn3FAQMO2m10TcPQdXq9HktLSzi2TfvggOFwhGkaFGco+zAM0HR99rdHSe51g0z/u2HW//D4R7WgBEFApVolTVN835+VHTKEDpKcREYqwMqQaIaBYZp88Utf5sjhw1TKEde2tlldXWVjY4OiW2R19RCv/uhFvnzT4Egx5U13DTA0jb6fzev8m8McrCrHjq8ShSGmaSEEXL12jThR2dalUgnHUaclldniY8ocL47p9fvYtk2SxFSrVUbeQPlojBhN6EwnnsLbS0GaKjhce+qx3Chg6xmDfp80TVlYWuLNn2hzfdxVmR3PcSiXSrQ7HXZ392gsH8FIQ8IsoZC5yIKAOMAUGrajEYQB7/rslKsjj3MLOm++2+KNzwRp1litl4jiCM/3OV1X2PrTTYv1XjQD8oFTXcAm4VUnD2h+5xFOri3S6/Vw9YxUK9Hu91nvq7rx9alGob5AOu0TRxGHmhWSOMG2LYW0iTLl65lRZR/vxUxisCOPd72wRSgNLl28hBekyGnI9NIl9voeV0cat0pcZ1o2ruahFStcG6sa8U1P8tZP9njfiwQ4Nq7r8uBLDDZu7vObj6Zc7mecKEM6GSAqBT78Q2e4fG2XcNLBT0xOrdXx/YA8GHJmFp18+0qR4ysuv1CakltVVmoqg2IU5YogPBtXhjkPfruFJOfoUoV+kPGrnw+4MixytmXw0PetUCq4CFT927Zs1lomZ2alsTMLBS53VLripU5E6TtX6e9ep7VUIs0dhn7KUC9Rc1M2NzZZO7zGWqvK7SsDHt3zOd3QIRwjis1ZaUifT+CWZbFYcXjon6xxfa/LBz435q1/HiqPTaZOpjVbZ29/j0q5wtbODlqhzGrL5f0vLTPyUxxSBsM+9UaD8XhM7rroiY5u6tz/6ZEK33psk/e8aAHbsnBLJQ5GIf/+cZPNscepmsdbnutgOxaaUOWaMFDfpyzLEAjK5QreeEyeB0gBuj4myRP6ucSxHQzNQBcGZAJNGuz3ba4MdNV/6adstcdULMF0mmBZAk2XICRJAl4wJSVSfVjNIDNNothnOO3RWmoR+xOymYtVSkluJziiCFaCEdkYsoBjRCRaQJSF5DJXgXizoLZbxmYkyEyQi5QoT0HLOZjFUi81VqhWqwyHQ+zZpgAhFMZl5nfL8xxdN0iSgCzPaTab7O3t4bou2XhMyXXJc8n2rAxcq6nF8aDdJgwCms3mLHo4ZjgcEs++d091/KNaUNROP6M/7OEUbLI8RbcEQTYlFyldT2GaNXcRV6tx/do1fM8DQDdMDh89TtGxufPOO5FSMkkEX7m5RS4FNz2Dnc6Yw4tVjNR/Ig61YbBYU1Ghlq1cp5VKhUKxiO7WsCyDbkdJEEtl1TsYj0fU6nXq9Tq7u7tzvk+SJiAFlmlTNJcZdZQr3nEKTKdTpr6nMN2DnLPNlA++tEHZLbN3sM+9n+rNszY2x5KeF7O25nL9sUscPnyEu+66i5d96DNc7sbctmDz+69+Dr4/5SuXPomu53hZPg/NutzJmAaCI0uLFG0XKSVOocB4POHNz7aZJIICCQ9+QcXcnqoKKrZgMPBYO7SKEOksnKrEa//jBlcG+5xtGHNi7fEK5NEQUSxRLBbQNY1A07h4dZuma1JwChxZrHH7ssej+z53rri4esZ47OPYDm/6o6tsDguYmiTKJpxtGNz73BanN4dsDCRnWhYPfneLbhviJORkQ1cNfgTbvs7G1h5lA2q1GofWDnFitcXbKh6l5jJVW3Djxg2uXbtGu92hXCnz7i9m3PTgtoUO73nRAq1Wi7cZB/S9mHMnm0gyypUlOm2VcRGGIVVLcK5pcKmnJqGTFdATD6Hr3PfpPuv9fN6TWe+mSL2sfA2RSkc8GIUQjvnZb4Fic5GVeolf+O/7s/ejxKm1RTajCTKNWCnqZLnBJMwwnBp6PGEyHuO6RR76nkOMopyqrfGFrz7Ocm2P5eUlSqUSCIGf67Q0jTROSZOEOE7mcb5JDg+9sEZdDxmNx2iaRprn/OrfSh5rt7ljpci/efkJitqEOMrIspzt7R0GfsbycokwCpkkksvdZC5PnsYw9Qa84WPbrPclcrYB2BhKxsSAJMsyojjGNG5RtyWj4QjLsSjqLpH0SImRUnmQNE2QZDFRGs1PHIaugy44Ulvg5tDiRCPjyJES007EpYvX0XUdXRO4FYeMXJWoUcZGzdAIB1N0Q8PQTdrjiCCeKkaWAJlLotzH1kqkWUygjzEpYOVFnLSGo0tSIyDIPNJckc41TZufKmQCmp2D0IizCM3U6Az3cCyHWrVBFMcMBkNWV1fU3KSptNcsz+l2uxQLBVxXbfLa7Tb1ep1CoYCh63S6XZI4pt5ozPJbDMbjMVmWsra2hu/7CCHo9nog5Tx3/qmOp7SgCCFqwG+j4nsl8JPAy4F/imJ8bwI/IaUcPuk+R4CLwP1SyvcLIcrAZ5/0sGvA/yOl/FkhxI8DDwE7s599SEr527PH+THg7bPr3y2l/N3Z9ceBjwIN4MvAj0opv94G/HfGLZZXpVZCNwVoBnEWQTzDxFs6mqbOoXGUcGVjk2c862ncuLrN9ijDSw1KeZ8Ta8sK9xyo4KErA1XKWK4VWVpcZDAY8uBLFtntT9CTKYPhgIODAxzbIU0z6o067/yLERujAWebJr90zwqWZTDoD3AcpbaybaWJX15awi2VSFMVZ2qbBYolh6JbYNK7QRTGpKnCyNjV1hNo9F5KexgQBRFBbrAxeOJDcaKmQzDlb7/yVYxCGWEV6U7DJ0yQnYhJLDGEhmHWkHhUnYiTNdgcwvklB1eC7wXks4eN45hqtUL7oE2tUECg864XlIl1k1pRY2d7G8O0KDYXiYZdDg4O6E4jlc4nlSz0V55vkp+1KWopb/2zjmqGNw1edwf8m0fgck/jXEvn/rt1oijinc9vEOQLlE2FGW82G2x3x/M8jGzGjroyyBgEMe/73gUGfkJRpCRZwjgR2Lnkd374Aq/+g8usd2NO1FMaqxkiNOkNeoRRhFFqULV0VuquygppNKg3Ghzs73N1p81NzyZH8Hg3ZhRkVCvKDLvScBlPOuTEuMUmh9aWuXFtm57vYzsO999dI7fLTKMMbdomjgR2bYGNz7fni4km4ETdIPNGHIxSiq7Lm/50l8cOQo6VMu59bgGbKb3emHe9oIXmHKdVdhBAs9lk6nkkSUTZkqS5ziiUNEor7O7dpFqrUatVMa2Mn/6Dy6z3NE7WIt7zIp/heMy7Pqvey/OLDr/28pOUSyUunHC47bGbszgCm9uPqB2woeu4bolBkChe2UwQcvnaHoah4+o5rlvi3k8NuDZ2OdcOeMMzdIoi58Qt+nPLxLUyYrvOxmAyX0w0AcfrKVoeMPUTKuUquq7jBwFeEDCKc5aWyqrnIVKm/RFSy2DeAJ/VlqRaoDRNzLUYr3nmkDQtUcUiDlKKLZ26vYiJzXTikyQpnpEiNV/BFjOUQstX9SYNdeqVIlexqyZotiCXGYkRYCYFpD5hmoww9Cm25WBRxEgLlPMCmDmx8AlznxyphAIa8xOLRBImAVKHvc4OBadIuVxWp46xS6VSQdOUcnV/b5+VleV57MXUUwZryzSJwhCnUGBnZ5dWq0mWZRxaXWX/4IAwCFlcUkrSyXSKQFCpVIjCkDRNlYr1KY6nekJ5GPhTKeUrhBAWUAQ+AbxFSpkKIR4E3gL84pPu80HgT25dkFJOgG+5dVkI8SXgPz3p9v9BSvnaJz+pEKIBvAOVZy+BLwkh/quUcgA8CHxQSvlRIcRHgFcBv/G/+iVGoxH/4+OfVLsPXccwDAzTwDBU7VTXNYSmMUq7JNEepy4cZRgdYDkFYrOKaYArAxYXF7Edm2q1yu/881W+enmTU4cXGfSH9Hp9glBFbB6zTHqjDN0SpEGB5cUV+v0BuemyOWor1Hsv5eZ+DxuF008ShSmP4pher0ejodAJQqhJM0syLL2A1KpYpkXgh/NM7aqtzRv6d66WOHlokWvXrjKdTFR9fiI43bK579uLjEYwHk+VobGzT7mgc65lzU8o4/aOCunxQC842Ojc94IyW+2c82t1dFMxlEpuhRt7A8JhH6GJ2ftSwbEdJtMJFddGigzbcXjwCxHr/U1OVuEX77I5ffQId6zmPLLrcaqm0SqaqmdUbrExPJiVs1JCs8l6rzenBl/f79J0LYwgQAjBbmfEobU1hmFOOu1zx3KRR/d9bF0QpJIjJTi9tkQmEuIoIM1y7vtkn8e7KcdLOR865fHu7y6z2dlGygGTSH2BSgt1PvA/M64Ou5yowG/8UFOVa/Icy7I4d+4cx+OIE5tXuDqWnKxqEE24eGkfrVClVbFIMgtdK+AWSuiaMVfq5FISRTG//Jc7XOyo+ID7nlfl8GqL2xZHXGqr0LM4y9jop9z75z3ecXeNziRSKjWpsm40x6FaKSKljm0VsE01EWV5Tr1epz8c8uAXQh47GHK6YfHKCw1GiUGt1GRjY4Nz585w8eruTK2nypM9P2ZpcZmN4VCpDdshFze3qDkaxaLLO+6uEaQaeThmqz1Ey3KK5TKGoVOxVZz05jDnSCHjvZ/a52ZgKvzKs8pzGvTlbkKEQ7Po8OZn24TS4NSxRdI8oWW7nG0aPN5LOb9k86q7IuK4TxzY+F5Is96iNON6vfV/dNSit9Dh559hgMgQiY5R0Ely9V261a+YR2trOgXdxcpdRKqDkeNFU7AiyHLsuIhjFqGk8auf1tkc2BytNfjxp+9hOEriryY1gBxma0megUwhDwSYEDkeJgUcUSTVFPk3TANCAgSKqWXjYsUl9LxAZqR0w4BCIQSR35o3kUiSPMJnzH57j5JTUQbkbhe3WERqGqWSsh8oRJSK0Gg0mmSZIp5HcUyno5rxSZJQr9Vodzo4tk0YBgyHQ9xikYVWCyklvV6PJElByP+9JxQhRAV4HvDjs18wRp1KPv6km30eeMWT7vPPgKuA9w885mlgka8/sXyjcQ/wCSllf3a/TwAvEUJ8FHgB8COz2/0ucD/fZEFxy0WeeffT1GYlVw3HPMtJ04wszUmihDRJsesWbq2ARw89NhGiRo5A18AUs8VH0xECkjSl7uiU3TIykzQbTXZ2d9jY2KDeqBMHCSWjhBSqpGLoBo2ay+3LRR7Z9znTsnn6bafpdNuAZBKMyeOMrfaQZKIMSkIIgiDA8zzCOOGhL6ZsDHc5UYF/vhrR7/dZWVmh2+3yvnuWSbUCZhaysbnBZAaX++BLmzNW1kRFp0YRZu0QobDRpjt8/nN/zc98y1kMwyX1Bty4cR2ASqVGRkqY+LznMwHrvYxzrZSHf+AoIPnpP1jnUifibNPknfdUiH0VMiY0jcwo4k2nTCYT9noe631jjvpONCXVvu+5FSZRhZqjzdhDTUbDIScrzE11Fw43ONscc7mXcKICSxUVEeD5PpNYcnxliTf89y3WeyqX4+GXnWDgRyTemHf/lceVfsLP/tebfOgVJ3ELGX0v5fGuN3dnP747ZLHmozEmlmpHJoG96ZCrI3cWUyy5ttfjyGKNwPdxbBtd1ymVStz7nSWk5bLarNDv93n3//TYHI+4bcHnV75/GdvUAQOZa0ipTg6FQoHrB30udm7M3hNJbhSZjCf84rNsMr1GpVLlB//vdSRK6nxjv0+9oHNuNtleWHI4tNBC1w2yLEdKVZoxMlXmMQwTo1jlsYPhzF8SUzBzprFGoFcxkgFf+uJXqNaqnGmaXOlnnG0amHlANOrMy7Z3rLg84/wpklRF76aThHDc5Ze/GHNt7HGmafDgPdYMp57w5mc5NFeP4nkeP/qHW/Ny1qGVZc4vBFzsRJxfdFhrVdVJe+Thmgp+maYJo2jET59LcZsLLDYtdkfXkblB5gt0TadSKRPHMeMon59GL3ViUq1E0UyxYgcv9+dKqtmkA7mkYJZw8jIi1snNhMieEiQeaSoxc4HMJWk2JUh8JpHG5mCJXApuDE3izKGgR1/XVNc0Abqa+DVDgg2aEGQxRH5KoRhjZkU0MZmbg0H1bMPUJ0h8dOlAXOC3HnW4MS1yvJbzM8+ZEuMrBSeQZAm6ETKYdqnXGlTdGjs7uwyHQ5rNFo5TYDAcqqA+JJbtUHJd4jhhMp0wGo5YWFggCBXfKwxCVf6Tucp+Qi06pmkRhAH5LIgwyWIk/3t7KCeADvDvhRBPA74EvF5K+eTF4ieB/6D+bsJFnVReDLzxH3jMH0adSJ70F+cHhBDPA9aBn5NSbgGHgK0n3WZ7dl0TGEop079z/d8bQohXA68GWFhq0Iu3SNJ87j7I0gyBhtAFOKC7Ol42ZtSPqJQLWHaFTEiUvU/Mk+RAwSBVfKeaKPI8RzegUa8zHk8Yj8ZYts3SwgqT8VgB9DRBkiY8/LKT/Mvfv8jlTsTr/vMm735hi9FkgDQyHvqrhPVezrlmhfffsYBtqiCuhYUFOpOYK1/pznaTkn41wdrfJ/AD4iRlkoAjY9xSiVKppD5USYI3nRKMh7SWG4TTGGlVGOcOugAjy/loe4nrV8ecaZr8yvcdo9/rEUcxfhAy8GPchs16T4H1LndjppFgNBzPHMRCldhGAYs1i4rb4I1/tMtj7ZDTdY3XnA657cQRzt3oc7mr5NBmFrC/N8YpFik1VjC0BMM06bQ7OAWHdzyvip/pnDt2CMdxeOh717jZ7mPlEasrqwyGQ97zuYDHuzFnF7pz7876IONmp0vJzBmFKRv9ZB5RvHHgc3qxQr+7xflZtoWlCX7+T/ucaub8iztDNE2REQRgiZgjlYibY5tTdY2aLYjCkFZLyWJNy2I0HtMdh9x15zEcx2G3N34CNNlJuLzZZa3l4hRt/ES52/t91ZwuCJV4ebETcczNybwBorSEaRgsNyo4js3Jmsb6ICcHfvtizntfvMDbnxvS9gXfenqFOAkZ+0Omno9h11mulLFMiziO8X2fZsnm9CyJ8nRdp5r1sQoLyDQiI58BTTXuv7vGNBFYBASM8WP4+W+v0qg3WaoUEJqGEAqfXqlUkHaJa5Orc4OhUaohE5/JdMpCq4mjp2imKlneWuj3r2/w+qfpGO4SFVtjGOQUVNIuhm7gT5QKquBY5LnaqMVJTJ6AiEyyQKWX6rqO73k4yLlf57YFm4otsB2XSWii5doM3KgmcV3olMwaeuIgjYTAGhPnIXmm4sCF0JAzfVMuc/Isx9YkR6oRN0c2J2qSZavGhK4KxtIUnFXOmuq3lFqapqn4XlNAJvEDD1fUKBRd/HQyT2bNE9UrwbBIqeHrY254avNybaQRTUtUHJfMiIiEUohlMiU1Q9q9PYqFIo1Gnd4MGmnoOrqmcfTI0XlPZG9vD6dQYDRUERqDQZ9ms0UcRRRdh9F4wsHOHrquKNN5ltHVu1imWkB8z2M8mVAoOP/ANP73x1NZUAzgGcDrpJR/LYR4GHgzcO9swn4bkAK/N7v9A6hS1HRu4Pn74/8AfvRJl/8Y+H0pZSSE+CnUieMFPOE6e/KQ/4vr//6VUv4m8JsAp84dk0JClqRzaKCUkjSJyFMlJRa6hsxzXMukWSrMtNgSXSjmUj5DXqgozVyRPHWFHbdthyzPMC1rrqcf9Pvs7+9TLCisvRCC0WiEl+lsDtVO+Gu7U6Zpi+lkSlK0WO/lc5fs5Wt7FESCU1BGL0sIzjZNLs8kqFVHUyyfYoGH/zpkYzTldF3jLc+JadTrRHFMpVrhxo0buBVH8X/8lKlWI0klZSOgF0Tc8EpzxMVjGzc5fXgZWYI3/9keG0PJ2VbMmZbOelfRXHNvjC0TztQNrgwybl8pslgskgQxV/vdeR19Y5BTrC/iODZveY5DkJepFxSgczga8cBfjNgYbnCuZfGa0yElt0DBUZTT7a1tlXm9vEyep5RNSbFYo9PtEglr3vO53A451VB9ogtLDot1h8ALOH14mQvLezy272Mbgp/6z1ucbei87Ttcfu7pGTf6gnd9QU0im31Bkjs4ekSaqhKjruv8xO0dctNh0W6w3Ztw1x2r85JpkiS89j9e4cog585r1/j1HziDkYbcPiu53b6scsOlhDf8ty0u91KOlyX3fqdPmqYsLy/zzufn+JmBnnqMQpXD02g02dvfJ45ifubpDj//KV8tlr0UaZd455/tq/f8az7ve8miEmN8yudKb8qdqyV+/RWniaIYw1CcqgfurrHX9ziyWGUwHOINtxhHGbXGMoWGoL9/Hd3QwMzZDTroBY3f+mKTjV6Xc60RH3nlOWSiOhpCU5Lr1WaZC4sOF9shp+s64aBNGIacOH6cXr9H4AfUGg10vUMu1fetXC3PqgIh9/65z+PdhAtLDq+7oBRPq6uruK5LGEXomnrtOzt7pCLDLZYw4pxESzEMA9/3WVhc4IG7da7cPGCpqvoElmVimTYi0pGomAlDNyhrDbTEIrYm+NkEmarpIr9lrhHqlKEm/FvSXslPfOsBfqzTch1EWkemTQyjByL7uklHTXVPmGQBhAGJCPBDnUJaQAiPPM/JU4lMBLpjEidHkOg4hsnhasrWSOdIJUIaIxKziJk6FHOHgpESaz4ZCZNkSKffZrGhUCoHBwcYhrIWCCHmsb3FYpFev8/S0iLT6RRQlY4sTwnCUKlJLRPHtgmCgKWVVZIkJk5i0iylVm2qx/yG0+03Hk9lQdkGtqWUfz27/IeoBeVWw/z7gBc+6bTxbOAVQohfBmpALoQIpZQfmt3naYAhpfzSrSeQUvae9Hy/heqP3Hru73rSz9aATwNdoCaEMGanlDVg95v9IreaVbqhgxAYQp/nzFsFG9sy8MOEOM1A05jGKaVCjqFLDHJidOIkZTwdkMiZ4iSSiFnUp6YJ0lQpSCbTMYViAbfkYtu2alwaOqZpUSg4rNRczs++kGebJq6W041TCobB8ZKKcj3bMllrlUnSlMNra4SRKlU98F0+7bGPkQYIVtnb22eSwMbInpUXcjqjgDTeptlUxNBS2SVMA4JxxIQaQSIp24J03OHc0WXOtWMudWNuW7BYaVhsb28xSXQ2hmq3vd7N+JUXOmjY+FOf4WDAyuoqb3m+o9AOhuRg4OGIjGNLS9yxnPLovs8dKy4WMdf2O5SdHDOP0TQFqbRKDWUclApVYj2jjswCdMNgd3cX0zLwPI/r169hWiaLywsMByP6/QH1lcPz3e+5BYtXnRdUSlWOr7W4vt9juVrFLbp84KWHubjV5/Uf68yDpDYPPFZKgiNVi7ONlPVByvGSZNVqktshvj4hyRLSKEeIHNuMefiLGhv9iDuubPKhl59E13U2bu7PRRCP7Hpc3WlTLDh8+AePMwpzLBkipcTLdNWjkIrw7CWQJT47O7uEUUiz2eJtn5lyqRtzuq7x5md7VMtlxnlO01Dqt8cOAs40DUaD4Rz98ui+T5hbCKPOlZ4yEH5tb0pvGlF1bOQsTqFRr9Pr9sipst2d8H+ta9z0bQ5XAn7sWxrUG8uMRh3MRkaseYyGgo1eQ2WLdGOu3Njj9OFlZZ5LU0xTGREf/mfHubh5EyuP2bx6DbexiDuTqTeaDdpDj0vtCIniffUmEbefPkZvGvN4d2Pu05FPr9NoVqhUKsRJQqfTIfwwARMAACAASURBVJc5URTilCw0R/HKJu0ht7I6arWa6rdZBhdOrjEYDFhYWFDu7jhHy3U0XeWAlEQDLTUJrSFB6s0Xjtl8pNYTjfnpYTZbKMgrgpKdEaQBH/lylWsDmxO1ZV79nDZSZqS5VAtQLudQ2FsPIUGpwsoZmQ/C0EHLIBHotiDNW0jA0K+T501+8lt7hGlKQU9JIsFEjzB0HdsqYuYF7LisGvZ2zmg6oOJWsR2bJElx3SKep0L4DNOkWq2xsbFBpVLB831GkWSx4jIcjfB9H0M3qFQrKtLDcZh6U5JUKc6iJMS2LSSSaqWi1KVPcXzTBUVKuS+E2BJCnJVSXgZeCFwUQrwEVdq6W0rpP+n2z731fyHE/cD01mIyGz8M/P6Tn0MIsSKl3JtdfClwafb/PwPeK4Sozy5/N0oIIIUQn0L1bT4K/BjwX57C74Ju6BhCKLSHBIEkNxUaJRegmTp6ppMC4yDCsW0MA0SSkUsDKXT8yCOUnpLVZQVKdhXTsoiThDRLsQ1b1SYNyDJJo9Gg4Dhc2djATNQOq9fr8fNP12gPwUFlLTSbii30ujt8ys0Fzh07RJql7OzsIKXEtix63a6CJEYh4+mUaq1GoeAwGvU42zjCej/l/KLDSsNSqrY0xvcDptOJOpEVFxlHAkOHiu4RknP4yBHeV58wDDJWm0puWHRLvOlj++Szb8eJqmCx5HDfp4ZcHUtO1xP40k02BhlnmyZJqkxydywX+cgr6/z6K8oMgpR60eQ1v3+RS92Ysws6b/vOIn7o42cGawvuPP73XMvGljFJltPr9ahUKjiOQ6I5yHBMluaMhmMQgl/9quTqX25xftHmN1/W4KHP9HnjZ1JuX9bJvnCdS52IO1cDHn5ZicD3cPMR5xZ0LnczbF3wzi+ohL23f0eR993T4vK1HRYqBXzfI5kYVGpLBPqIQTgitnS0SGOjz4yW7ClZdOqjpT4XlguzJEOLTqfDnWePowmhgs0GU9I8xjLE1xn8jq+0cBxHeY6CgJ4XqdIhgo1BTqo5aLqmSNNpyrte0MTPNPQ0oNtpz9MNLywVWKoWiUKhTkUHSjLcLCkHehiFJEky9yv84p/scm1qzXfVW+OYYZBiuTWKToyRhWRJn2Q64nB5ka2Jw+mmhkim9Po9Ws0WAsHe3p7CuyM41KyQ5Tkf+Kpk/ctTTlanKrQtTWjUG3Pw4+m6Tq2gJKquZXKuZfJ4N+Gom6HFU4qFJaI4pt/vMRgMqFWrZHlOuVQmIUSmgjCIqNcVJLRUKpGmKa3FJqZhMfU82uMA4lgpqWIH3QQzLiGkwDcGRKmvZLmzBUXMnIVZmqPNHOyz+YhbyjAhQErwY8G1gUEuBVeHGmlcRRh9NYcIoTap8/s/ac5BEOchjlOhlFWJ8jHxrMcVJyU0MULTAiBB13JKdk6eAzqQQaZlqlTGFMu0sXERkUOS5nQ6XaRZgWCMN52SJKmCoVoW+/t783iFBz47YnMMx9yM15yNaNZrNBoqyXE0Gs1YhhlRFM36KQLbthmPxmRZjmPb32xqnY+nqvJ6HfB7M4XXVeAngL8BbOATs9X+81LKn3oKj/VDwPf+nev+tRDipajSWZ8nBAB9IcS7Zs8F8M5bDXrUYvZRIcS7ga8Av/PNnlgIgWXoKm1RQBAlmIZSe6W5qqVquqb+CbBNA0OAZkr0OCXNbaRRxBsHFOoWhm5CZKDNymdZlindu67TmyaYZkQUJmxtbeF7/typv729zdLSIsePHqXVnNDt9qhVa+QyZzqdUnZdqo5GEKjSSLPZZDye0O11GY9GFIpFFhYWKJXLFFyLar3M9as3+JFih2TNZqEiiZIcTdMpGgUKro3QJWNfMkhUcmKrKAl6bY4fP4bMc3zPJxiPMJcblMsV9gZTrk32uZWd8apzsNUecXUkZ5h5hcFQoVTJrZ4nj+77DIMUm5jcG7PZk3PsyOVORnsQ8+EvR1wdjzhZEbz3nmXscoNsOsD3fVqtJp7nM55MeOAvRirwqWnx8PcfUSBPzeLqDN9yqR0xCZ7IDXl0X4UeSeCRPY/dwYRpe59i3eTeF5vsj03e8N+GqsQ1lIyjnOl4l2OrLfb7U+qV6gy1kYOX8XvrFa6NNY5WE07Ucq4Odc4vOtRswY2b+7QW6vzSP/E5GOf88qcS3vjZnDuubPFrLz+Jbhh0JgGO6ZPGCe94sUu7bdEomPT6fSqVClPPYxzmiHjK2ZbJei/lZE1BRC2zTJZmtJaXAEE6GHBlt0Pd0XnthRT9rhbHlhoIwDQtfu3lJ5lEklpBVw36meDEMAza7Tb7gynXPffr5Mgnaxp1R+InoFsLiHCfkt5gJMb82NP2yLUSRxpNbM2l1+8zCuUs+fKAs2fOqNq9YXBtv8eVvlLlXR3BOJJoIiIpJfzy96yy151QshSu3fOmxKnO+1+6wo2dEUWR0Wo12dvbRwgwLYv20OfkYRdNaLSqi0RpwN7OAUmcsLCwwOrKCqZpsre/R+hHTFOf937OZ30w4VzT5L7nlynmZaLQBiPDEwPiTGGNeNLp5In+B3i5oGJ9/UJzq/QlJbhWPu+nHK9nVKVDolXw5Hh2W1Uamj82T5x0cpmTmAFO5qLbFloeo5k6fmyCUMo/TbvV7FcfYKGhAGCz5wdJJCMiGWFgYuQuH/gMXBtPVAbQj34L49GIWr02NwFLINEKbH78a+QSbng6ldYKeeLT6/dnhA6BaRuEqU+e5ejSUvwu3aRYKHLo0BpRHH2zqXU+ntKCIqX8W5R098nj1FO43/3f4LoT3+C6t6Bkx9/oMf4d8O++wfVXgWd9s9fwd4cmBBlSgfZmC4lENdXkrByWaxpV26TiOhg6YEh0mSAAHxdt6uGWi7gFlzRTSi/f8/GmHr1+n/d/bIf1fsrZVsiD96zMoH46xWKBRqNJksTs7++zs7NDrVFnFEl2d3eoVmv0uj0cR+U7p1nGwSigaguuXNnAtEzOnD5DuVxmPBmremiq2DvHzxxlNBizc2OPfuxjGAsUXZ3+YIDtWIRhRmI2kBE0SwI52SGfpcd97ZFH6Ha6KmDM9zl+/ASGrnOmrrM+yDhd0zi6XKVYcDn52DZXx3C8DFKq0tz5RQuE4OKBCsga7t9ESkmtVqMi43kJ71zTZGlhkatjZQa9Oob+NKZuBNiaxtrhw0o6naZkQYH1wXgmFY547X+6xkPfu0zZsTlT17kyyDjbMrnjSIszjTFXZpgbUGl8F5YckkmXMAgpN4rE05RaGnLbgsnlbsK5lkXmjShWyjzwmSGX+ym3tSze+EwD2zaZJhrXxqoPdGNk8kvPEzRrLWqWyn2xbVvt4oIuSepxuWvMF7XNnQ7v/6s+l7ox5xZ07n1RAdO0QcbzEqTnedz35z2uTzVON3Qe+K46Az/lA58b8tqPjzjT9Pj1HzjNaBZc9s6/nPDIHpxfNHjDM3QsETMcDVV6o6GQNA1XozcYkOkKT+/7Pltb2+R5zrc9/QKnt29yZZhzftHmTc9tMG7vMTFiskRnEmsYziJimnCocRTpRGQyYeT30EsGv/Jlncu9fU5VBW/79jrFoopqkEgOt6rcNhMXnGkaHF1qoGkalmWRxAme76NnAkPXSfMULJdg4tEsmhSLVcqVMpZlsbG5yYNfiLgZmJzb8njoew5hGRZJlLC/c0ClUqHVVFLYMAxV9ESqzJBPpvPu7I9xnYzUCvDz8Vw6e6u3kUvFhFblLsHvPrLE1sTmSDXiVc9so2uoUtbsHpqmSmGqn6JRcQTSamCFJXIrw0vGyBxc21XBd1lKlPmkeabmlQS8yEMIC0MUyfIYfQa3z2WJPK8jpY0QKZqmiOQyEeQxkIpbLholGpASaSREesa1icoA2hxKetOIa+vrnD9/XsURDPqkacYzvvUZnGuaXO4l3Lla4szRFXq9Lm6pyNSbMBgMCROfQB+RaTFFs4ycWkRRRK1aYzQacfXq1ac8v/6jcspLUPBHQyeXMBOnz3YBOaam4domozgmTRI0aWHoBgKBbeQ4Arwwx7Jq9A4G6NJgMp7S7/UpFIoq+wRLfbhRyqdBkFEUKic6DEPcKCROEkAw9X0e+OyYzTGcrIZ8+AdXkUjckksQRbzpYztqQq/rvP07VtRimGUcHOzTaDRYXFxkMBgQ+AGFiolTMTl25jD9gyGdgw7MTFyarmOYNoYZUQLyIGHQ75HnOV/+0peRM0esaZmEYcTly5fRNI3/86QgwmS1WURK2N/f4333LONUmlRtjXany/rNPcpmzIcuqkktSzPsokOjXse2bPq9Pj9zPsWuNLjt+BrXb9yY9z4uLBd4+G+mPN7tc/tSgX/7w0uksUqhXK67nGvFXOyEgGBjkLF9MMQm4e3fUSI3XeJxl+FwzM89u4KuCYp6jmlZTJKcIPTxxj6OU0BGGlkCiVbkg/+0wU53RDzu02gu052E8xPO492Y3KhgGpK6k3OupTw9h5wU3c/xszaelJRLJU6cPEmcRCAdKkbMyWoyyw230DRtLhh4vJPR7eY88KUDxXarTvnXd0gSzebajAh9pZ+xddBj7fBhNkeDeQP+2m6HpbpDexTy6J43P5VpzjKWpk7Dg36foltUiX6TCW/9RJvHuzEnKvDq0yGNZp3m6lHKrskHv/8olza3aZUNjCTgI49bXOxMOF4LeOX5BsNYp+EukY93KFhFQn1EmiV0Jj6Xe4W5vHkQZLidDmuH1+bt2g/9wCnWb+yhJx7NRoMsy5hMp7z9k10uzRaat36by3s/53O5N+ZMQ+e3fuQCeZqxs71DnMTsD6bcDIqz9y2hMw7RxIjLl9fxPI+1w2tc31yntbCIbpiUS0WyLEcjnvtWjlckhVKIL0b4yde7FoSALMsRQlMnCQFepLE1sRXtYmST5QaLJZ1JlBKkGZoAXWgz8CKUHQkCJumAit3EjspkRkoiYgqWq7AsuYfMQcYCmYJmCAxbIo0QoiqRdCloPo414v8j702jLc3O+r7fu9/5PfN4761bt+bq6q5uBGhgEhKDFQsCNmCT2Q5eDnyQFTCGlgQacQshgRiEzRCS5axkxV+8gCSOE8TCzsIBJ4CE1FLTXdU1161bdz7z8M5773zYp043LFaiD86HuN8vd61b595z7qn37Gfv5/n/f/+s1Ah7jlYFUgWgBLZYokqNCDSWw5rZZYyZYAuLqrB4qiO4M1Rc67p0Kh76wgXCMFwHcgkhQMOH314lVjatwGY2nVKr1pCUSFHgVCyyZUGaJ+QqJS9z7DxElxZJmlKt1tje/ksFtH/p9YYqKGjIpUZpiWMLHNtCKVaSSAtXWBRJii4l0rHJ8pIoCtDaQlgltSBnntjMCxehbRazJed2zpnBXbVKXhSEpeE3vXwYc6kBcjlmDuvUxdFoRJbn5HmOW21zfzZe52DcuL+HLC2iOObWw31uj6JVX10iggbzUzNkfyJbrFQq7O09plKp4BKgJORFzMaZHlJ20EozHc/J8ZFhlxJN1UpYjg1iX0rJ2Z0dSjtgsxnheh6TREI2ZzobsVwsWB4PeRxP2djcIElT2q0WUWh6qltbm2z0+9zbP+X2cN+81qnm8UzSacN4PObo+JjtM1umx31yQrPV4Be+z2eWKlRh8bf/2SND4T1OmMSKcmFSH6Mg4Ff/Zov3/NY9bg8yvnq7yvmNFru7uwhLUHNdar0e7//sPvencLVt89N/pUu9WePDv3WfOyO5WsQC8rzk058vuDWMudwY87FvqXP26gVGowl5UfB01+XmoOCpjkO74lKWklqtxo9+9Yif+4LNgwn8+i3N33vGyK/nsxlSSoIgBEszmxY8/2aHFI+dXgPbFusd+/WeR6/T485oF6XN+9M7e4GKrbneO+LGacblNrTbNpFdrn/u6a5HMzBKp+1ujcuNIfemmqe7HpEtDX58leszm81AQ6LddXvx3gzOXXuWF35vj1d/71WudT1+7fuv0K16Jp203uHmqfGnPJiUuK6iKC0mpU+z2md2vE/rTJPCyRCJy+WW5u7I4kLDYrtdZTqfUxwMOL/RwrIsoijkq66eZzKZsPf4MX69gyUCbqyCqW4PS6zaJreHt9ZFdJpISOfM5yYH5fLZPtcOEm4NJJebMBscsH9vznK5pNEwnpWhtBgOThFCsFzMcRyXLMv4uzsZ1TefpV1zOcwfEqevDd9f/1UI8eeGHFX/tVbWuUZGryqoBh5pKYlzBba9khKvPCeYNlipShbWmJrbJZJNYntCksQoqQ0eBwW2xvI1nifwHZu4iPnVFxs8mFS52Ah4zzcOyGULrRwsa4FjL5GyicxsLKdEeK89n7nMBtEWNkI5fPCbIkorwpMpL37pRXzPYzA4XRsaLcvi3r0RQRBQXXG+NDCbz0nThFQtyVVCXM6RlFhYK9GFQEvFyfEx89nrgHNfwfWGKigabdyqhcTHwbMFwrUplGl5Sa3I8wIhLLKipPTN22MBUhXY9gDX7lJIi9Jvk+YjM5fxfFzXpdvrkcQJn/5Om0kiOdq9i+PYRt3lrzJRpktalSZoE/h1bXUcvb4R8d+8LLl5knG9b/Gp73iO68cH3DgxpsF2xcHXPbTSVKKI6XRGvWZUGr7n43kB0q4QKYNhsC2NUpI0K9CNMyxyi6pn4QrFW976ZrSGg8NDfvbzKS8dDPiqrQpKKV45Srjasfnkd0b4kaJab7H7cM4rd/dMZOzxCWfPbuO4LtZK5HDpTIer7SPujBWe0Pz9/+2EZ3oTPvgNIRcunmc8HjObzfB9j36rh0YRsuT49JRLDWN0vNZxyCdH2L7PNC7otI2h8+e/cxO8Ks1VAl+n28VxXZaFxXDvhHsTM9O5PZJkwuHxYPzaCXEkWZaCMAi4NTQRwHenmky4KEvx8T+cc/M056mWzS99W0iICUJSSpqWiuXxYGJ+7sHcQrkhYaSZF4rRaMz2tkkAxLKwoyYbrqLRaBD4Pv/Vf9Th3uNjtrs1sizn2jqRUuDpHKVtPvnuDR6NBrjOgqgSMB5P+NR3bHIwmFP3zId7eDqm1Wrywrd3cKst7HzJdDajKHL6mz2WyQLHcnm8v0+SpDzVanBnLLm+EbCYT3l1kCM1vHqac3N/ylNnz3J4eEgrtLm+4XPjOONa12U7iBmWNeapZi5q1Bs9xgfH1Fs1Sj/mP//aOf/tFzd5OLH5qT+cIizBKyePeG7jlN/4T55ZO7or1SrP/84+NwcPeKbrrakF17ouHdfEKdwZS57ueRTLMa8+OKDpW2xubeBHLn/vTWPmUlK1bGbDOZanaEV1PDfgQ/9ywJ2x5GJV8oMXzPvi+T61Rp3ZbEq9BkmRghSr4ftrtUM9UWE92e2bBQFhWfydNx+xzAXN0MJzDLamVOaHNRqpTAdDa7H+nZZlUciChTMiUA3U3KUMM0py8DW2WJ2GhGlZBY5gmds8mAiUtngwdRhPNEF4ilIB2vJAAmWGZRUI36w8Wuu13UAIC9sS+CKk6jSwEQS2Is4kruNw4cIFDg4P0dqQHMxaJsiybE1Sf807Z5PHBYlKya2EUhZopXFdFyGg3W7SqnXRUq9tEV/J9YYqKACrSRtSawqpcG1B4AiyUiGloQwncYrnexRSk2UFjpAobSHlktD3KeImy1JQcUNGozHtdovlconj2jiuYDaf0m21GPseCS6dwAFbkWaGBru5uUmWpwyHI37mr26wLAUW8Ld+0+xiXzlJePXBPr/yN57iT//sVZ69smNaSL7Pw4cP6bTbAOwf7NNsNljGCR/8vRNunKQ80/P45F/dYjqdMBqOsatdJoUwx2RrwZnNLp7nkWU5x+MlL+0bQ+BLB8v1QPvOUDKYz4mcjGqjxT89MN6Yc2HB3+YGcbzk4qVL2LZJDny8t8eH315jWLj82O8O0BgZ8KI0g9V4mbC9fYZGo85sOsN1zAkvDAI+89e3eXw8RC1GTCdjXvijhPszi8uNQz74dS7T0QjbcfB9n3Z/k8l0xi++qLi1iqp9quNye1RytSkI7ZwyT7jWMQPuq22bqqOo+AJXGMWdb1s0Q5dFJnj11Ozmb48NxUBpOJzERKIgz3Ps0pwYbg6ylXpK8TN/Jg13quPyQ+6A+XzOf7/XYHcx4NmNkE/8e8kq/8bClSlp6hFFEb/0Ped5dDxhsxEym80MIVaXVMOSTEmKsqCUmtAP2OkJHjx8SKtldv+Pdve4dOkiUcVnMS84u73NYDBgb2+fWQb5ZMj22TNcvnKZTz1TkNsGxRNZJVfbY24NJb5j8V/+i32e24z4xLt6DIcjfva7NhkuM840awxPR+g4ppARUoHjR9i2S7xICCKLsvB4ODYL9c2T1eIEvHyccDKJ6dUD0LAsrdfafYOc3/yBiyTxErmY8PDhLp/5notM0pLJ0WN+/H/d4+HC5mrb4ifeHnN8YLLQ/WVBpktUJcEKQTku01Jye1ya2dvCxt/p4ISanNQoLlswlgPsMjQDca3Xsw8pJWhWSqzXXBVrmbBS1IInC7ZFqRSlXA3HMYpQAwYzBeiJUgwgLzNKPSLyWjhuxMIaUcjMzE60MUxKDblUdCKbC62ch2OPSw1Nv1Jjno/Q5RywwVIIT2PZq2K2Eg1oNMKycGwX34qIrCYbnS2KrGSxWDIej9nePoPrukRRyPHJCfV6Hd/zaDQa6yAu23YIXIcgCFBasUxnaNtHFxG2dsypqgQlFJPJhFrYpN1s/3nZ2v/L9YYrKCYC2JizpAZdKjxH4DuCcoVSSOPUZMunOZ6AZq1hMph1SeBOSew6pbLIhXGfOq7DeDKh1qwQp/EaIfKZl+D2cMz1fsDzb3PodTpIz5ghy6JkMp4QLw/Z3Npk5+wOz/ZNUbi+EfLV185T5DkVW7K/v89sOqMsS9IkNaeSIODW7gE7QuDXO9w4uY/UBkEhgjpBmpKVmsyvoSU03IJO1aXRaKCVOfpvNEKudVNeHRRcboKw4e4Qnu5rOlWJYzcYJw53hmaB2Etcwlaf+/cfMJ8vuHTpEtPpFKVM0Ffoa57uGR7Y0z2fw4ND0vEpW2c2zU2MQtiC+XxBr9dnsVjiex7nNtrcHh0wOsm5PzNtvnsz2D0c0AwcKr2z6HhMkWc4lSa3hsdmzjCS/MZ3d2l3WshkxOOHh3iez6e/+yyPj6dUhMRxXO7sHZFLAIu0hN2DEZvNdI2Yf6rtcK7f5H2fPeD+bMJTbcFPflOAyGw+/u1tSjuk7sHDoxH3Z/Hq9FNy5uIVDg+PeHjTtHVePo4ZzlMunumxXC6IKhHdThcpS/IsN3kgvs9iuSTUAVHThH4VMoc85czGDkEYsIxjOp0OeydjmqFRAU1nRoTxxJA7nk75uc8V7MUO17obvP+CQxD4JKnmp353j1uDnGtdj59+V5/nP3vEw5lZAF8+itGeQZkjLc53O1hYxmg6mdLzLfJcoxV4vcsUw130HM5u1AhdiAvwHTjfMITmizXNyaN7tJ9+Gs/3aABvOlPhpcMlz3Q9pkd7eL5DKSWtdpNHu7ukeULiinWq6J2R5PF0Ttv1SWY5oiZJ5QzLsilkmyK3kLLJxWbCg4nkclMTiIJpukRYFqWW1Jw6FbeO7wYgC5bldL0gg4XtPJmbWGil1lTgspSvKbu0IWIoba1MgmbNECtviZIa27bWRx9hmceVUpK4U6qqRVW0WdhDSlVgQiJNQVpkmsjTPP+OMcPYoup6OFmdetRiJoeoJ+pCsRrWS7UqJAJbCDzHJ7CqNPwuW71t8rQgDCOGgxHd1an98PCQUpZsnulTlAXT6ZSyNNHRtVptHfCX5zlSSRzhUa/VyeSScTwwPDNLY3sa21EUKsN2bU6PB1/x+vqGKiiWZeE7NqFrU0hNWkqkUqR5SeS7hK4N0siFZ/MYt1klLyRKl2jpohVgxTh2TiFDMiVwshytNFEYUmQljXoTpGA0L9c4kFdOUqTdo9XscHp6wp07dykKo9MPowon05Tl8lXe80zB9CJcO9dkNBoyHI7o9fss5gssy6LeqCNswb37D/jHr9jcn2mu9xM+9s752p397GaETCY8eLiLrm2RFFDxoGannDlzHssSTGZGZZQXBR95Z5WD2ZgoSnFsQSGh7lvEuU3o2dR8xdWOMCiYrkfVSSCKmE4nfP7zn6fb7XDu/HmTdicE//BbWswKzS/90ZSPvxRwuQ4/bJ+wsdEjzQxPrVavcnR0xEa/T5qmBEHIuYtXmS6GPLVXcnuoeaprcfX6GX769zNufWHE1abgZ7+jRlXYPNP3TSuw63F1p09WphwOEjpdw8g6OTzGwyKTmkUpuLTV5enedIV9sfBUxmSS8/ybfSYxbDQj9ofTNTLl9khxNFryzIUdGo0Wdx4dMk1nXL18iec2M/7saMmzGxEiX7LVqvDchuCV44SrbYfj3fucPt7Fjupc3dlY3XeCfCX0SNKUIPCxHUGhUqQskbFFq14DbTEejVksl3zyj2JeOZFcaSo+8M4uaMX+/j5gYlsJ6zxeZavfHpbMC4/d3UfUelvcetLmGuQcLhSPZusmD5dbhq5QO7PFwb7JL5lMppzOUza3Nrh75z5BtclANshiaDZ3SEYP0ROXbGVwyyX88NsCRqcTNpuVlacix1uZ4X7tP7jGJJHUPTgdDNjb2wMEj08nNBsWdqvEKuZcbLV5MHa41NC0bJ8sztH1jHkxBUujVR9UgutOEVbBD11vcLz3gIqQ1HkONTMO+8BzmU2mlJFkkBxTPVdbKaIwBmbndSmJq7fiSYiYhdlkGseIOaWsFV6v25nL0swted331ycIZZnwLF9Tp0tVt1nYo3WSKhhYZ1KAIwSdSJMUCblv4aVV6n6HeWm83bZtreqVRghjvLaFg2eFNIMe2xs7yEJhYTEcDKlUKjiuw2AwIAwDgiBguVgilXHyF2VJs9EAjCBJrObFKEUYVug0W6QyRIoSYYsVgl+jheRkcEwlqPLFF7/4Fa+xb7CCAr5jU/EMiysrJXlZGqSJ20UsXAAAIABJREFUK3AtC2yL1HOYWZCkOVYh6LRKbOGhLJtSFwirAEJyCVXbo1qrriJ692k2W6udwylPrRINn90I6VVDbt68SZqm1Oo1up0OhZR84LMHRv3TEvzy915iMh5Tq9cBzWKxREpJt2uMcFEU0u10GMUF96czFBY3TjIeHg75yDt6KGeT2cljXn75FfzGJlNpZM9V5mxvdvE9H60Nar7VNEXL1pKwEjNLplgWOMJhmUkc4bLVgHpY4f1vFYTNHXo1H9t2KMvCZJs7Di9+8UVevfkq3V6XRr0OlmA4z9bD2Ptz2L78NPOTx8RxzGw6J4oMh6haqxFFEYPBgKPBEVal4AffNmZRaHxR8mAScWvQRGkTi3t378jkfrzVI1ERF7faKK04Pjwl8ENc16VWrRL4Pvfu7/LLX9bcn6c83XH46DubnM4To5TJlvhBsIpQNcmVDVIu101WzNWWoBXYlKXkvb91i5unJq74H+8U/PL3XeQLL9/h0laTsiwJoogf/XoHixrdWkApN/nQvzrh1dOMc5UH/OQ3HLGzvU2cJEamboc0GorJfMJwGFOxXTq1Lq7wsYXNdD4jkWKNrrk9VvzgPz/lYk3xAztj+r0eW2e2qDYiru/OuXGccbEOZVESNSvk0yHXVtToq22HqBhzpWVxd6y50nb46DdFJHFMtVbD9z1u377Dz3+h4Naw5FLD4j1fU8empOFLTkrBNLdpt8+SDB5xudng3kRxtW2Tj8fs9FrUalUq1QqVqLJa/IyPqx2Zlk0UhqRpzq/ddNiNfS62Cv7uW8YoWfJfvGnIYhTQDUOKXKFqCctijhAWUiqwCqRqo/MEGBH4dS5u90HBeDhkNBywvXOO6XhMFFZZzhaEUYTvBiukin7tgw9/bv7x5PuGyWVeq+sIHCHIynJNvFdKrR/3JJfeOOPNXEMrjZYK4QuUVbKwRlTKNhWrxZRTwJyChLCQSjNPi/WJp5QzlKcI8gY1r8OsHK79K0aSbVpsjnBxypBWvUOZK4o8J88LsizD9z3StKRWrdJoNojjmGqlznK5wPE9giDAEsKoPC2B1IJlVjLJCtLCYXJSAgKbBgEe2iooS4kqBJEb8sU//RJHh0df8Rr7hioojiWoeIYS7NoC37XJCmGGbph7yBamFVZIjY2F8FywJI5robVPrlJsYbArpdQUGqaTCe2OCawZDUe0Ox3SJOET7wq5tz+gyGL29vYIw4Bnrj/DZGxyTx4+3OfWSrJ6Z6wYLXMaVZN1YEJyKvT6PSwMet/3PaSS+DrjUlNzf4oxWbUcZvMJk+Eug+GQqFKj0AKKGaELrmUc0yenp7SaLVrNJvcfPKAsS3IKZskEqYxWPy4SLGER+YaIKnCNCW67z5e+9CW2NjfJi4LBYMCb3vQmzpw5w+HhIXuP9hhVa/yT+xVujxWha04Ib9qqst2uUtQuMxgMuHv/AceThI2NTaPxt21y28d2Bbbn4Fs+UsUorYmcjMstzb0xXKpb9OqGJBgFATXHJggDDh4fICxBq9XCtmwODg8py4Jqr8eD+ekagf/wcMB/d8sMhK+2HH7im2ySJKFWq4KwWErBL33PeR4eDHjq/BZZljFaltw8Nbv9+zO48+iQCxtttlpVHh6NubDV5mO/PzJD547DL/31CwgRcGtgFG+PYoe4FNy4cYM0K/inB23ujI7NQLoouDuB6/2AX/n+HUOutQRJkmKRc6EiTUsIs6l+uLDobJ/j2asXmS/mxEnMz/+1s8xS+Ohnd3n+D3Ke7Qs+8PUBH/rGCn7jPL5OOTo+5KPfVkVaFTyZ0+t1GY/GpGlGpVrhxv19Xh0aD82diebH/3XGlQb8gzeP6dX6nMwVkyKg2dzg71jHbL7zEovTI+r1Jo1GnXq9RhhGq2JigzBik+ViyeHhEdPphEq7x248N4qyscNiYRMJTWjXKMoEvJI8XLCI54anZ1mrPJAZtq1RehvHnuBGUGnXQPlkS8FmvUGl4eNWPRbzKf3uJlZpsmgsbdSba3vhqoVlCWtdaJ60fk0Il/GKWdbqhKIMpskSAtaF0hQ6uRqSY5mFXwkL2zXPkRYxwreJyhZ1t8MoOTa4e2FT5AXadXgCHdZaE8sFuBBkdepeh4Ueo7Rh/GmlELaDi089apInBdNkbpR90ymdTpf5fEalUqFSrVCrVVksFmR5jhQBwqswkRbZTJm5zkok4AhwbejUPIRQzJKCReqhdYhrO0SRRT4bsLf3CK0U5y9c/MrX2H87S/X/Py6pNdOkQAHOqleZ5AVy5ZJ3HJuKI4jj1OxIPIesKFkul0SVKuXMo9Fok+QW88QoJrRlMxgMjGtcSY6OjqjWaiRpyuHRMb/+sukVP7cZ8MK3GqkuFgxHQ/rNkOv9lJsnOc/0Teb2YDBkOplwbmeHNE1ZLGe4rjEajcYjpJRIJXnvNy44WcyoBZCLJs1mi8HJiKja5Ove+rU0mg0Wc3MayPOceqPBl2/ew2LMeDKh0ahjO4JFcUq5Al2qVZCOtULTZKVmkWrGiZFCtlrmVPEk0EeWJnb06lNXiPYjHh0bhZXGIi00/8PfeoadusNkOqVSqbCxucVH/vWIG8cpF2/d4IVv6/Bzn8t4+chIrD/x73eohnWmyzGFSsGCH3+boFAROl7g2Db9fp/JeEKz2WBwOsBxbTY2thkNRyzjmDRJiKoRwiq4soojfqYf0O1WuPPHwzWRWIqQzXaFqFLhvb95h1eHBW/aKvjgN0YopbFth+1uxNX2CXdGkmf6PjUXprMZH/83c+5OFFc7p9wdFUhtaMazVNGKcq73A145SbnWcfja65eIk4QXX7m3zhy5eZqvBRA3T3JmGSTJErWc8njvAKXhB6551Gsh/+hPl+wubZ7dDNnuVlgul7iOS71aJ1mkuH5tzQm7cZIyz3yagcXw8QMuXblE1NqEbE4jEtSqPePC9zzyIsd1Xfp1nwvVYj3P0BjJsbR9qnpGFtaYJpqF0yCqZOy++grtdptms0kQBHi+v4qdtYnjmOPjE8bjEVprut0u58+/CSzN9S/f5cZJzqW6ZrNRAQvio4IoCnFrFkmRr+8py2XVQtU49hSsnFJucDz3cNM9LKtAlpto3eBkdADFFOFYzPIxDdGjmOfrnb5W/PlW1ZNioo0xlxVyxbIsnNXjSqXMIH7tUdNrovgTlpgQhjyuFWs3u1rNZtIyxnZsvLRGzW2R6JkhEK8+N1pp9JMBv9bE5RzhC7y8RtVrMpPD12Y/wsaxPBr1BpayaTZb3L93n2azyXK5JAgCer0eo/GYRZxzPJNkeKSFInSX9FoR9RB810VYCtvWSGWinQPPRqPwRIFbzshixeRkzoPDfQanJzSbTfI8x///AL3y78SlVkfONWZaKYqiXPcVtVQUaBxb4Ic+ZV5QFCVZ6FMJY2ThExZ1EDZaZkhloXzB4eGRYRRVq8hS8uKLLxKFEZ2tc+z+sVkgXjlKiJVNPhqhlSJJE3pbHV74zgbHo4TNWpUwDKlEEXa/T5pmuJ7HYjLH87wVGdnEGBcqQ+qMamD+DqEcTg/H2JUesrSJqlXyLOPll1/mueeeY7Fc8r7P7vOFh2Outh0+8DYP2xYoJdHWk+GjRqwQ2EIYmm5SaD71+0tuDxVXv/wyP/ImzWBwShRVqFWr3H9wH8/1aLWbbG1tkaUZl+raxP42BZuhpigLFvM5ti0oRMTNE8OsejC3uDdY8GeHuckbmYLjdWlFgqrXIJcZaZHyeLCgX7coooC8KFZeliZJkrKMl2xs9UmShPl8QbvT5syZLR4/fozr+Hz82zvMMo2nMhxb4dsWcanxBMjllCx0UW6FW8NilTC4pHQ6HOzv02q3WMznvPe6xKu1iIRESclSCu6u8DO3hwXXej53BhnP9H1akcn0+OS7NzidJfjKqKHKouTquQ2efbzglaOUSzXT296LbS41BO/77VeNHLauef/bGnzmS5pbo5LrffjQ22vsjVOubrgslwmj4ZRWu41yKlCWOMzXbK+nux79RoAsJcs44b2/dZd7E8WVluBj7xCmLRZFVGpVBkdDTk8fEUvBT35DSKYdPvP5JfdncKVpcXm7w3y+ROQppQpZZgrb7xLWEjQab0XUdmyHvDA4lpOTU8Iw5Pz589RqVVzPM5sTWfJzf22LR6NTQlUSLwTHo5hWJSBsuJSZRCuYjmbUmlUDWhQm7M4gTVIccUApN8nys1hWjG1NKVVEkW3j2hlWujSG5QIKcrPoWwIl9AqLpNYBevqJDFithuyrQrL6QrmSGD8pKAZJr9c9s9e3ybQExJN/sp6UMZblHDyLoKxhebAspti2hW2xmp/pFU/QPNeynKFcjRtXqPhNYm1EBcISCByyJKfV7JgNa7VCURQGmLqxweODY8aJZpKBlpKat+RiK6TbrmLZUKocRb5St5p7L4sLTg+GHB4ccXhwyHQ6oygK0/pz3XXefLPZXM2YvrLrDVVQgLUET2vzH2qCiIycUCmJtm2i0CdPc4pC4jgOycKndfYaFReEZYOwaFVskjTj8fEC2zEBR2EYMp/NuHzp0jqT+7nNCS8fxVysaeYn+3T7XcKggus5DAaniFBTcQR5WjA4HVAUBZVqjRv3H3Nuo0EcpyumD7RbbR7tPaLVanE0myEsgW9FEIdkdouZ9oBTlosZYRCytbWF53rYocMXdh+vlFEl9f4FrHJhXMaOcdNaliDyQyKvihCOeX90jdvDbNUOUTj1Bu2Kw3KamGCxVot4uSSJE0ajEZ1Om3/4bRrlVmh4cOfOHeqN+jr3uxUJnt0Mefko4UrL4tlzLS6/fMK9meZiDQ7v3yZvt2l32nheyEd+d5cbJ5prnYxf+ZtXSOKYJE1wHJtHD/c4c3aL+WROnpfs7JwlCANkWdLv94njmCiKsBcLHKfB49MJyQpZnkuo97bJ0hnz2S5XVnkhT/c8qo5iXpbkec50MmVrc4N4uSSKqmil6IYRV5sz46Xoenzq3RuMlzk7fbNjX91k1CpV9vb3mWaaeLmk1W7xi9/TZP9oxlarzmw+4+HhgGWc8MKXPBQWD+cWZbXPreE+CkPi/dSfCO5PFVebSz78jirSknzgdw+5N4XnNkN+7fuf4mff7bF3MiGbDZFS0m63SHC5+7kDY6YcK06mCZtNi0azyXt/6w4vHS7xbchKxdM9wUfeHvCRb4bTOMFzXaQqCCOf6fSEjUCwLz2WOTTr25Tzx9i2wPNcprMpd+/co1qtcv3ZZ3Acc+94rrceSGsNvuOxUYtYLGI+/ScJD+chl5sWP/I1EkVJnCSUuYk3KorSSNJRiBXxV6US293HdSOkCrAshaVSpKpS6G1c6z526aI1SDcHtVrwV8XBcZy1astkuNtY9uvmKVqvVVtS6dde+OuuJ2j7FenLDPZXhkfLMqcUYZmTS1lKFmqK47n4eRXlleQyoeI5hK7DPCtJS7Xmd2llElkDW1Itm1R9i0U5Bm1R5gqv6bFcLMnzfA37rFWr7B+e8GiiKBU0nJzNboTrGGe/ZUOpM0pZksY5k9GMo4MjTo5PmM3mSGnWtzAM6ff7VKoRZ7bP0Ov18EOXVMYs0/lqffzKrjdUQRECIs8hLw22wrXFaz1RwIg9zI0lS0mW5riWS6Xb5frTb+Zzn/sclYqP1opLO1s4jsvpyRHSMsVoOBjS6bRpNBskSYrrOHziXT32BzPKpRm2Z2lGWRQm92GY41jg2h6NRh1ZKGzH4f2/e8CrpxlXmjkfensVz/NpNlocHB2ylIJz/Raz5QRP+Ig8IrPajHOXwF1QiQbceHBALjuQCNIkpV6vc6mmuTfVXGkIRLEkzbLV7u9JD9km8qu0Kxv4tumJz8cx19qSW6OSax2HXtsl9CJa9Q7z2ZzJeEKn22F39xH9fg8/CJiMx5DM6G1fJgxDjo6PV34V02P/+e/a4d+8dIezDcHDe7u87611UsuhEYDtCSbTCUdHR8Ta5caJtXZZD+YZvjY77Jv3D/B1ycH+IX7gc27n3GuLuQVe6KKtkHiZGFrAdIqVL7nWMVLXZ3oe5WKE5/u4nsvH3uExjksubHbwfc8Qpl2TL1GWJXEcY9v2isqq+OA3RsaHZCvQipprslPEKnDJQDM1L/zBlLvTCVeaFr/+H27gCEG7YthbSkq+9voVtFA8e7jHjeOMr9qq8Ot/NFjn+l1uO9wbl+vh/O40w7UT7k0N9faVo4Sj6YIzrQaOLbg5PcWxHbQFZ/u1FfY+NafFzQ0iIbm9e8BLK4xLsoqnuzXIOZkm1ALNf/1lzd1xxlOtYz7wdSb1bzIbEzpt8tJmXjo0gzr37z+g2WwSJwmTydiYaYVASWnmDqt8EWGZNtZiFnN8OOJwtOThIjQMqil4UYdiOaTf3MILXJQ2PL01Xl4Yma8IbHQOSi4R3gLQ6Dhhs1HFslwEW7iWwBYOtmWZOIjJMaImV5996zVmnzZrAbzmJ3GFZdYDpdff+8uG+DyJ/11XSwuFMmyu13lHnsxlFnpC3e0QFk1wNYXMEZaJH3jC6EJDESvSPIVKie+5eFmViq+QusR3AxzH5ejomF6vRxzHCMsil5K9iaSQFtt1Ta93BpnMVjgawaMHexwfHzMajkmSBGELqpUKZ85uca3xFGEU4HruKnajJKh42K6gVAnLdMhwcUwhc2zxlZeJN1RBsRAEjosrhFE0WRbzJCMrFYFrU3FM22tZFORZgcwV3U6HSlhb/w4hBNVqnWq1SpqmKMul2r/A8nSXPM/p9fsUuQFJLuPY3DTpjFqtyoULFyjLkt3dXRwnZ3trm9PJCfNCsCkEaZExzTS3BvkaY7LINU2lcFyHj/7+iHsTxbObKS+8a4e93cfkbptR7uLaMVFwhJQJqcoRto3n2vT6PZIk4Se+PsRvdLHSGceHx3i+RxiEpFZB1W8aHIcV4eoAX0RMxhOKrOT9b/NZlB7NSBB5VQIvYpkL+v0NPG/C4709zp3boZRyDTJ8kkEdBAEbGxuMx2N2d3dZLmN+6v8Y88qJ5mpL82NvNjnkQZmT5xah5xFVAtrNNlmWcbE65cHc4kJVc/roPlvbWzz/Pz3k/hyuNm0+9M0BjWaNQmZYhfn/VVoiVYnvu7i2CR+ajMe4nssvf89FBvOMZiDw/IC7e0eEdk4URdR9wyoLwpBpplkcHHHx0gXG4wlKa+I4IQgDCGp0oohN1+XWrdtElWjVJjQrVF7kOI7DvNCmNabh7kTz+HTGRiNAKUUURYRRRBCGDBYJn/m+C8SF2QV+7z+5Ye4zC57/+hq/+Cczbo8koWPx0T9Iudy2uNDMeTjxuNjUzEaPsPIWgRfQaJjsi8Vyges7fPLdfR4dz/jMH0/5z/6ZYai955lyDdcMXEGSK662BJFdcDTMuTu21gVsHJdsBC6/+orDzcGAC02P//S5NsKrcHp0iJSSCxcvcnR4yMHBAVKW7OzsUKlUkFISL2MGgwHz+QLf92g2GnQ6Ha4fzbl5knKlJYiEonH2HPsH+/SqDqPkxEAVpZEjWK5j1E62RnsKVWhITMHq1du865u+ltt37lLtXMWVKVmWURQF586d40++/H9ykNxfJRLqtTNeGzIkT44blgbPFviuWQ5tIQBpTjTrNpYZkv/FSyvD23piRITXipRRq0lmYkjN6hLKJnNrQFLka3Okkmbugg+B54JlsSgm1D0zU7HCEl/4pph0e2iliMKQUkoeHi+IKnXOehkuJY8f3uX48NAUHCGoVqurNvAZXN/BEqCQxPmCZTonSSc4pYOwBY5rEydQLAq0VkhVkpVm06n+wknt/+l6QxUUYbm4dhMlY7SU5FqicgffcRCqpMhKsiwnkYoyV9TCJufPXEImFl/68ovkeb7yAsCjR4/ItM0gdQiciHpri3h0QJLEjMcjwsAkNuZ5ge/7NJtNhsMh1UqFaqVCpVJhmcT87P9VcnuUcb3/mOff4lKJwnXGxuWGhafNEXd/OF/nZ79ylHA0DJFOi3Hh49gZzeoxvp2ghYUqbSwnwlOK8WiM4zg8dfUqcbxkmFn0+30TujOZUsgc16sZr0RssV+eMC9OIJmhlKLX7xFYgiyxmAznfOqPT9c+jPe9xWFzawulNWEQ8PjxY9CaPDdO8yd9WVvYtFsGyvjKSWJkwGNFrX+GWqhMKJDwiJcJErU+CTz/Fpd67wytyOb46JjPf/lV7s8apthOFG6lhUAjpaIoC/IsM2obJFr4yALGIxO89ETSeuVsn2WS8MO/fZebg5yn2jYf+3aPVqeJ5wT82L94xI2TlIt1+Fh9yHKxXKErCj79hYK70xlXW4IXvrVNkiZkWUYliv4cK8rColcN1vG0bzpT4fKZLsPhkMl4alhMQvDDv32Plw4WPLsZ8avfb1p6F2uaB3OLpzoOdQ9+8bt3+PytfV74XIHSFvdGNh/8lgG2ZRMVAik6xOWc6WxG2OgzOnhkBt3aJUtysiRZF7ZXhyWdrXN8YivHCusEFBxPl+a05nk8faHD5VtHK1gpdOsumeWsne8PJzmRFeOokvrmJSanj/jiF75IURh/yuHhEaenA6IoolqtEoYB7U6bszvb+J5LKTNGoym/8F3bPD6d0gjM6eXg4Ihut8t0NqUZSkbxgELmeL5vCsDKhKiUxvFttKvQpWkDJ2nG+37nMQ/m+1xt2bz/bT6T8ZhOp7P6zL92cgBWB4u/OJw3s4UkL9enS17XCnuCsF+fVlbmSL3iuOhylfJoPZmjmHtNKw2WpigVS2dETXep0GLGAK3l6vWsJM1KrpRtZkazVFNqroObRhyPT2k3OyRJjFQK3/NYxAmt0OXhvRfZm89wHId2u825c+fwfZ+oEuH7PkpLY5y1TIegVDkxU4oyRmqJXgEk41StacZSPnktvCad/gqvN1ZBwabhbhDLJVmekSYpzTCg3qoRxwvmszmWLqBY0qqHbHZ3iNw6hZKcnJwwODW7LYBarcbmpWcJqj79RsB40SLq2BwcHHH16hXarRaj8Zjj42MazTqViiH2jlY5BBsbGxQi4M7oYKXQyXCiHkqmfPzbOhwM5+h0ZsBu1SqTyT7Xez43TzOutGzSJGesamDl1KNjXLFAoFBCEAQNytInnh9SCx12zp1F6ZIkS1gsF9iOzZntLarVClmRIEKNY7vUghZ//7cf8uqw4EqzxQvf2iLwfYIg5O7duyylzUuH8RrTHrau0m4GnAyPefjoPlEUGfbPKqL19cl4nuey3alxsbbkwUyzE5Yc3btP3m1QbVRwAk2lGpp4XcthOpoxGU/p1U1bqt6oU3UOeartcHssuVBVnOzex9k+w8ODIdcunEFYNovpnEo95HicUkzGtNpt8iKn0+7gB0atkqrXFsk7I8ksFtg64dFsavwzWDycQ9jcwPPGKKVYloK70+E61ji3fBzbYTIek6UpeZ4TVaokSrDZrOB6Lj/6Jgvt1Xnrc08hlWKwyNjodrBtm0UpeOnQcMJeOYoZzDMWp8d8+B0V48x3LSpRBVmWnGvYPNO1uDnIudyAjWqNsijxvQq28hDC4dOfS7g9fGTmEl9lwq+Gp0P6rRbX2pLbI+MzsbI5qVIUsxllFLHVrDF39Dpc6Se/IeR0ltKpuDiOg60Knun73DzJOF9VVNWcPNpmvCxp9y4w3b9lYKW8pqS6dOkiZ86cWS1KGq0lerXjbzRCJuMZF7Y6jMcmm6ZaqbBYxLiVNnJe0ghL5mIKloXSam1GXPfyLQtczSKZ8cqDh+t8nDtjifRDts8HnIyOmMzH4FnrhRJYDeRXCqrXDZvTUnK6SFeyYbV6rFr/TU+YXKblYH6XBdiBhSwUWluozDKiMQvQ4nX3vyYvSubOBC+rYosIHSxRWq7UY6bVLYS1itHQKKFImKFzG5TFO9/5TrIsYzqdGlKG75uTYLak3v4aZJGtsp4URVmSZxlhGFLmJUVaUpYllXpErlLSIqZUpWkBSmMOZTULkuoJf8xazZrEWjH3lVxvqIJiWRaWdFCpoBY2qfimz5lOU7JEI2SATi36zRalLCkXgpmcG8NcrU6WGblnFEWMRiOSyRGh06cWOFQDh0cDiyjy2ds/JM9yZvMZvY0Olqs5PN0nCqrU6jUmkynj8ZggDA0ifZBztSkoFiO6W1s06qaldnRoFDLHJyc8Ohnxc995ngcHA9I4ZqZrKF1Sj04oyiHxMlkdXSMEfYIyp3dmk+Vywf7hHkkRY9lQbUaEQYDjGASN5/oI13zI9o4nvLpSPN2dKLRXoVI1jKZLly6xXC643lfcODG8rM1myDKfsVQTVJSQakXoVUnmMdPpjEq1gpQloBmPx9RqNX7lb1zm9u4hDd9iOp2y99CkUVZrVTrdFtVGZe247nY7RFHIMok5Ojyi2azz4YtVtFfFKWOKsuRD/+qUuxPFU+0HfPLdG4RBjef/+T43TnOe3Qj4R9+7hZKS8XgMU6hWqniq5OmuyaR/ZiPiQr/N4/197LJcEweeajsUiyFoTZql1MKIp1eAx2tdD0+lCNtkfpw7fw4pJf/gf3nErZFpKX34m2tMplPaWw3iNOVH/sd7vHKc8OxGyE+/q8dWq8ZXbZk0w+v9gMnhI7AsokpAkiRoJ8QSFu1GmzTLeM/XJHS7W6TTAcPYoRU61Co1sjTn7t1Tbg09M4CfaDI8tptNqtUqvV6P3/iPBQ8OTtnu1Dk8MtEH+wf7LOcmg90WNllmNlie5xOJkkajyzKO2dk5y8+8K+bu3jE1F46Pj9lsdrECC72c4PkBWmvKosDzPHZ2zq5UVSW27WPG15InhcWyJJWqy3w+pdGoc3o6oNPr8v7fOeCVk2Oe7ji896vr1AOLRT5DCAffEXiOjVSaZV7wpEtUuEtuP/5Dtqvb7C9Cztcl4+k9HuuxwagIC/tJzPfqEuK1hX6NZlm1v8rXbYB43akEyxSTv/gz5rcqLAdsG+MvcZ6wuHit8Ghz6ilJ8asBYVJFOTZLOX2nrxf6AAAgAElEQVTyVKaYrJVkpn2bxyWBq/ADH8uyODk54d69e9RqNfr9PtVqFS1cw53D8AaN899mmSScnp6uJL8G5TKdTcjdOWkRmyKrzIwQyzInKqMPWFOVn5y2ivzfYgTwv0vXE+14kecr/LdFkqQUhXGeOo6DLWxkptFa4EWeSUArCgaDIYXMqLUiLG1Ta1SZDAe4DYfjqc1zO3UCr8adQyixWezu06j67LS2WRYzJAXz5YQ4XlKvNqnV6xwdHvKxdzZZllB1NL7vU5YF+wcH1Go1gjBgOp3yk//ymDtjxeWXH/BDTyvKyhZ5UVLxjymKI/JVrzPyAiy28KVHIAxp1A98kmJGKpYoJfGCDXNKsR0Mlt/GtzxOTweEjsfVpuDuRHG5KXBkSq3WYzQcEYQBJycn/OClBZW3buDKhNPTE5SfMU2GJGqBa/sEnmkfLRYLts+eQZZyHTNaq9cpyxIpFe1OnytXrpAkCccnJxzsH7D7wCyq9ZXX5fz58yZk7OiYdr9FkZZs9I1MWDoBWaa4N50bCe9YcmNvTM2DGyvo443jlGmq2GpV0VozHA1J4oQ4ifn4u7p8+H8fc+Mo5kf+5wd86t2b2ELwq9fbvHz7Idcv7zAaj0ybslohTVPe91aXWe6y2QhRSlGv18nSFM/1GMnXkiPvjCWTpOQ3bvk8+tKIS40J9yYGHf7KCqbYrNf5xF/p8ejELOjJYsTWmS3QmlilyFIyGo4YDkdr38vlpomdvjfVXGpIPvoOjygKOdttcK1tnv9ax6XmmBakbdtMJhO6vS5n2jU00O/3ODo65he+KLk7XnCtk/H8WxyEJbAcyyjsfHM/NFtNbt++g1aaTuX/Zu9NgyxLzzq/33v2e849d795M2tfu6qru4WEFhiJESBgUNhsHotlxoEZGMyAsUZgxgIkhARIMAICCQ0DYwZDYBuHiGFwGHtiPOweJCMJJKDVXV3VtVdlVWbefTn79vrDezK7gAbJDr7hE1ERmafOvZn35L3v8z7/57+4HByMiaKIR7ev0XBdLH+A0RjiFAHLvduAxLKUm8J8vmB7e4TQdERlkOdxbakOpgm2LZnNpjSbHpXhcnWSHMFym0ijZ3TA0pmFGzxDYuqa6nRqzZhA5YzYhsW3ft6UONPYaXTJQoFha0e7a3XUNiuPWan8uUz5v2JGoOnaS0WhZoAd2rdoj7kWa7rqLMpSohuHzsYvZcxXZVVfU7HKp3S8AVbukRkJaREfDfE5pCojcCofx21gajbj8YK7d++iaRrHT5wEzaCsJPfu3WMTxgz6HWSlY5qKbVoWBU3fZ+/RHr7fpKpUamRV5JR6qaCuozmPVutqVKdUv1j14mo48FDH89kcf6sKSlUpBpdl2zQcB9fzKIqcOE4oyzlZmtDtd+h2emRZTlQLhx48eIDerDCamQpVKjQ67R5db4vJwZKoSHm0yHhix8Mx4MW9gNTdYZNOmU0X9AYdNLQ6t1oQRQH5JEdomhqML+a47R55XmBoSvUdxzGb9ZrJOubGXOkebq0kK3MLrajwnDGaGBOEEY7tYFsuQgyxigYNkdPtdkiShHa7xSbJKMqMJE+Q6ZShf5w8zwmDkPVmgwCOnzhBt9vhvV9qsIxKmqasd60xnudy584dDMvAazYowjmVpjGfLzB8SZLF5GVOJSWZTNgZjFhNAh492iOOVI53s9lk/2Cf93005MV5wVOjCT/3dT1sx2Y4HCAEdDodVssVi8WSyWTCer3B9VychsOx9ogiDWm4DTzPJQhDhB4dGTzaOrzrIzGX+saRRfr5jkYZLpiWMZ7n0ev1ubM34/Rom2VScm0SU6G6sU0OO53G0Y4tDEPSJOXUyZOMJxO2R9vESUKnfi/FcaxYPGHEg8mK7U6DSwOVBvnMMQ+A+7FRx+JWXBrYvDhLudDRiBcTbqQbJPBTn0jrAiF4/7ZaDOIoxrZtGm6Dwmhwq7bZubVSi5nS7UiiQsfMCzqjk/zol4XMw5y2rTFfLNhfhhwb+BRVTlVVeJ7Hw0cPafkthNPixmJDJQXXZzntrdO4Wsl6vWZRxxNXlQq+0jTBsWPHkVKS1VGwWZZhNxpI2yeKQRMt2sMTLA/us7e3x4kTx3EaTYqyQFMTcGR1SK/VqGSFbes0GhpJHDFoNnl6pDrD823Blm/T9H1+8nckN5ceZ7sF//XnLylKBS3p9QKoxMQVQlPBV5VWoEsTSh3NrP5csThcFGX15wfnR0dt9vh4xyKoc1AOSV6Hl9bWKdT+Gip5UflrCeXOcjRrKfOi9gVT0c5CCMJyRVu38GSHXGSUsgDqn18KqlSit2Crs821T98kTTOWmwW2ZXPv0YK9UGfkpPiORsP1CDbKriaJ1c9V8JmG53lomkajzi/KypSwShTzjvII2jr8/Q/9+A5frKgLi/E3zfISQnSAXwCeru/itwB/H/hKIANuAd8spVw+9phTwFXgPVLKn6zP/T6wA8T1ZX9PSjkWQtjA/wi8GpgBXy+lvFs/5puAH6ivf6+U8pfr82eBDwM94FPAN0ops7/udUgpSdKUKAyVvbfrkiQpQbDBNAXtgY+u6xRFjuu6rNcrptMpZlMQ6SvKMicvCwVJSIlrNzl96hj3H02ZrkxcUzLwNS4dM7g3hVUw4NEiJknHbI8GOJ5LXmXkeg6lRppkWJZJ0/NI04zNZkNVVfR7fWVkaduU0T4nGw4PEotTLQvTKGhYYyQzklztZM2Gg67tYJYNjCKk0fJxHJtOt8uD8ZyqKDB0DQ0NXdfJ85w8UZ1Dkef4vk+apgrOcxqEwZTtnVNkacbuQwVJ+Z0mmi1JqoDO0CNPCkxsNusQx26SFilplhJoawJ7jd9usZiulANu7ZKba7aK9UVwdZxw88E+/aZyAdB1HcMw2Dm+Q9NvIjSwLJuHuw9Zr1YsZnP8VovhMMB1G+i6hus5vO8/7XGw0fnOX99TRonzgl9+y0nSNKHX0FksVwRhxO29KR/6o5Bba7gyDPje19lc6hm8OFfwl56FSDze+r/eVo7Pw4T3v3mH2XyOEBp5rjYYpqVSPG3LRtN0/tV1m3uf2uXKlsP3/Z0GjfZJjDwmiiIudHRuLSvOtwUf+MrjHCxCtjseDx8+pNvtkgiLW+v7qkCsYRkXnD02ZLVaEUUhRZHj+9pRlsrT2w2qsuKFScr5jk5DL3n37624tZpzZcvhXV/QQgIf+NOK6/MDnhqt+L7Pd1jXmqUwCCmKkq1uhycHNlcnGRf7Ni0LxuM5y+WSKI6J45jz58/jeR6PHj1CCMH9+7skSUqn02G0s837Phpw81P7XOhZfMNTPSJzQGckmT68Q6/XwzQN4obKKW/YLobhkOYhqySn21A7d9c1MU3JbDbm7a+1OFiWjDoNdE1jfx5yc4nKDlkYyHhI2y2ptBIhtCMtSElBIXIWSYZnCKyGTZIblEWOZlLDVcomRR52AbxMQTlkMwmBkH+56BzNYHhprn84N1Ldz+G6R205WZtHQk0Tr2qHCUUzTvQNbt6labQJqxWygiqtqdYOOA2D6XhKGEZcvHgBoamus9RsNMvE8wzanklcGTQtDcsyqMqSolQC3MNN3MHBPu12m6Is1WDeUuzHsipqyvJL/GW9tp7hUKT5GIX6sz0+29Lz08D/KaV8ixDCAlzgt4Dvl1IWQoj3ozLhv/exx3wA+Pcv81z/hZTyj//CuX8MLKSUF4QQ3wC8H/h6IUQPeDcqz14CnxRC/IaUclFf8wEp5YeFEP+qfo6f++texGE+gqZppFnG7u4uvu9z4uRxwnjOOggxNSiqBIESOxZFQVXUrbzpoTcEC+aURUFaJpi2yfFRn/sHax7MFX3UsTac6htMTJO9pUseFUT39tgedmi1WxhWQcNpUBQl8/mCxWJJt9uh3+urxVcT7O8fsNqEOJ1t3vrKiNDuI7QS19hlEx2gmcqKutnsYpgnsasGeh7QbrdU6FCrxX/zazf59H7EhS6884s7VHmKhkVWFOR5nasxm+G3WuR5zv1797EbDnGps5gvCYMQ0zIZbW1RipzJ8oCCnLgIMCyTIleBVMVKx/WbbMoVURoSZivanS62Y6EbBtJukiQRbd/n8sDk2jTnypbDya0Oy+WCLMvodbsEQUC4H4KAk6dPsFqsOXb8GI7jEEcR4/GEP/vTZ3E9V3mnmTZtT9DXM57oG9yYqxnIoGmyJiLOM1pdn3f/7pKr4+wIorg6TrjzaM07X79FKiwEUBQR9w8WXK1NGa9OUu7sTek6OqZpslytqKoKu9aaVFXFMnnJb+v5ccLBIqObxsRhwmi0xfe+zqY7OolRRERhxKBpYxiGCicTAi0LudDRlJq9o9Fv2oRBQKvdIo4TtRg7Df75m3e4eX+fU6MWnueR6zbRfMzD4CVq8tVxQlS2yfPyCHq7epDgtE6SZyH9fp88V92KY9t84GvO8J2/dosXZynf8W9u8E+eSPD9JhcvXqDb6dJoNNRGwvd5/vmrCrL0fU6ePMGj2YZbh5ToeUbb1VlFFZG1xeC44LnnnuMLv/CNLOcrGq6DY8NsseT7f/OA69Ocp7YtPvBVW5imha5LpBQkSUDHEfR6XXWv/IoLbcVQu9Q3OdlrkqYppm0hhMZ6tcHzXfKi4L1/EHB7IzjfEbztlRUdv6uci6sSy7YQaCAF0qiQoqSkICsTyqp4Sa3+GIZ1RBM+XDMOFxB5WCpe6lZA2dpTD/ofLzyHqnp5+IB6oRZAWsbYVgMz9bD1nCiJ0CyQQjHEGmaLF27f5cKT58iyhKpokhcVmmHSkAaaVqquiookSYlj1WGoIDBJq9Wi3WtRyQpDN7Ask7zIWadlrSsRVGVJJSUaokbbtKPO5BBaPEq5/CyPz1hQhBAt4I3AP1L3VGaoruQ3H7vsY8BbHnvM1wC3gT8f6vxXH18NvKf++teAnxEK5Pxy4LeklPP6eX8LeLMQ4sPAm4B/WD/ml+vH/7UFpSjUcHa1XOG6LleuPIlExfP67oBe5xiGbjCbzRFAy/epKAlDgeu3FORjuzQMnyAMsXS10NlmA5uEUlrcnlicHpiYWsiwZWGbJg9mBtPSJzkIac5XDHptTEOlPPa6XdIkrSFLqSCU/RmV5ZM3ezRsnZZr8QufWPHivOBs1+abX2VhGAaabKKJES42VbxiMBqiaYoBMg8yntuPalYSTCcafU+p1i1LxcBKOEqALMsKy7b4rt+4y/VZwdnmkvd96RaDQR/TNBEVUGpYtoGUFZUsFQspkYhQp1F1kU5FlIUEyZoo22A5Du/67ZkKwOrq/MiX+Pzs1z7BtTsP6XsWs+kMv+UjEdzYHWNXKa1OC7/tMp+taDab9Ps97t/bVSreYzsMhgMmkynv/O0J90ODM82Kt70CPvjVT1BoDoOmTV5mZFrEOgjYXYW8MCmOLDE0BBe7Olstl6qq+ImPLbhRCzd/7M19zrQEd1eSy32TYVP9jYqypCwL0iRVw+A8R9d1PEPnQkfj5qrifFdieEtCTdBodmm4LnlW0GlolEUDsyhUUZIV3U6Hpu9z5/Yd3v3GNqu4pGlWKjq2KJgvlmTCwrfAMAzyPOfMdg/HcfCbTTRd55/8u5Dn9hNcSyPJKy52ddqOwTjLj7zELg8sHHLCPCPNVBeYJAkH4zFBLri1LBUkt4atE2c5e3wAUjHyQDKdTrlz5w5PPXUF13UJggDLVu7aV25MuDpJeHJo0xcr/G6PB4ucyhuxdWzDRz7yUd7whteTZyWT8YR5VHB9mtestoxlDENfR9cFVWWQpQtOnDhBmqZEUYTQVDctpVLNIwTttkOwUd+7nktZVJS6y+1NVMdowzKQnPJ6GELNFcswV/bvlg1CfdYrWdLQC0ozJSrXJEVCvbYdrl9Hg/hDnQoA2kud0ePEp0MB5yGtOM+L+pyoffGU27D2GKtMVioczCh1jMzFb+WkZUFeoGzrM40sz7GaOuWmgArWQcKw68OmIM0CKkfD0E0M08E0Hp+FSOJY6aaO7exw48ZNdo5tk+UZlBqmbgGHcKHyJaP+XQ9fT1UXEl3XMcTfLOR1DpgAvySE+Bzgk8DbpJSPF4tvAX61/mN4qE7ly4B/9jLP90tCiBL4tygISwLHgQf1iymEECug//j5+titz/WBpZSy+Avn/9IhhPg24NsARqMRspJsbQ3p9rpYlgo8yvJMBdnoOqvVqs6rDpSVSpBgmTbJMsVrOURxRbs9xJYtirxgPl9gWRGNhoOexxiGw72JwalBm6pc4juSp0/0uTctmAUakawIDzYcTJbYlmKgRFECmkGGQUqDwmnhWRo7nkbHNdibG7w4z4/a/0r00EULrXRxqgzkmp2dEWmaMRx08Zoe8/mcy0OLa5OMsz6cPzascWT1QTFMkyxNKaqSySajbQtu7h5wvTYavBNopChh4PZoRJIpSqVl2RRVhm04WLqN1rSIgpiG0URWJZlIyYqMOIuQhf2Ym3LJdB2jiSlmEZMmyqrGcRt8z7/b5do058mhydvfZEIQEKwDxT5K0tq8Uvk7pWmKaPg8iBIq4G6gsTdfkvzJn+J5HqtuF893SaqIoizp2JryF1vD2XbFt76ywhc6um4TlfrRbv6FacF3/8Z97m6UQv37/45Ls79DxzVI05TZTDDa2sbzXAV/RRHT2ZR/+ooC2jmVXDFdrRFobPsuaZoqG4+yIo7jI8V9w3GQQnB3b0rTV3qkQc/E8zwqWZGkKT/8kQ0vLlIutDV+aiclLxSDKgxVx3iwjLl6kCCBOKv4xX9wgS234Lv+7T1uriRPDkx+5RtOsTl4RJ5l2JbNwf4BXtPDtCyyNCVeTDjXEtxZw6WBcrE2DZPDlMH9gzEP7t/nwoUL9Ho9VLyvd9Sd/eiXCTJhY1Yx69WaNDig1Riyigp6o4t0y4KPfezjvOa1r0ETgrYtjuZdV0YOZRixKlVxenB/F6fRYH8VYUtFmIkqg+tztRG4Ok5Jyg4NKjStwrLs+n5EdGydKzWt+WJPp+8KHNsBKTBMDWHGOJaBobcQ0qIsS/I8Z7MJCJYFrt3HsmOCYkVBcTT/qOpuRCCQ4vGeRaiO5C8M+dViw1E6pGMpZlaWZ1RlpaKi4chIk0qQxyUFAQ29Q1i4FOUCicTQDNKooNFwQK+wLJMkSSl1Qd+3CFJJlpu0fJ91nB3Rs5GSPMvqcDDBarkiy3OEgIP9AxqNBho6ulBEkEqvXvIlq+QRPVggsAwLHQMyg6bderml9WWPz6agGMDnAm+VUn5cCPHTwPcB76oX7HcCBfAr9fU/hIKigr90wxXc9VAI4aMKyjeiZicvRyOQ/x/O/+WTUv488PMATz75pDx2/BhRpIbtm82GKI7RNY0oUkmLVVUxGA4ocpvh1pD+oM+jh4+4cWOPltdhuDVkf38fQzeOPIKkrAg2oTKHTKc0jTYPZgbb7T6uDY6p8dRxj2mQc2+aME08DAF6USEEVMKrKX8VLVey0zURaYKhacxmCxqaxllfcncjuNA3aZsnMasKma9pODa27SMQNJtNwihksVwQbAK++5UaQd4gXU4xTBND10mzTFm5dDrM5nN+4o8y7gSPuDyweNcX+FyuM+4vdnUaoqA7HLJcrVivVgx3+mTo5IWFKHWSTY5p1DMF2yZd2fjWkEWWEG9yGlp49HyXhxb9nk6WKyv9TqejWER397g+VVTl58c53/yrB5z1K97xepdgo4r6YNBjMV/ieh6b9YZms8mFjsaNpdqZnz+xpXarZcHde/coy4pUmAzbDnma8wNfOGBarMiLCVJWxLpFhYteJJxradxeCy50DW7WNie35jnv+J0FD+MVV4Y2H/r752txavvoA5hmKZquYXugmxFpKY5MBEstI44jNE0nzzLCMGQ8nigVvWnwvv87qqnOOj/0RRo7220OVjGjToPxMubFhaKA3lxJHk43GGWI7/uslqrD6TVbPLnlcHWccL4t8IySB+PFEQz1wjRnsVgSZbAFtFpqQciyjEd7ezScBufPn+PHjycEpcaP/d4+3/q/T3hmJ+Rf/ucX2Xv4kPHBAZcuXcJrelSVslMpazdqwzRot1vKe04qT7wPPSt5YbrL2Y7JNzzVY3DsSarqKp/4+Cf4gi94A67r8rNvUXHXZbRivV5T5BV37z6kPxjw3o9uuDZbcmXL5v1fvoMVRVyuSQ6X+iZ5sORR7HC87xPFCbZl4fs+ZVHwrjf4zAObgW9TFAWGYVHoGm3XIC02WLbEsQSmYSOEDlKn3W0QJRAlJeulgRAGgT6nqIrDheMx0eFjTK9a06Lrh+7DKmqYOiXY1E1sW7GzKnIqWaHp1Z+zyacSyEyjMHJKreDnP9XlzsrnVNvmm199gGXarGcBzVZTGVxKQRRFOC2XNC9pNgzuziqCKGI2W9Jr+2R1B6prGqZl0el0WK9fEjzOZnMcp4FMJWmhKwiw7rSUBZPA0AwFhxUaIjOwhEPTadHt9l5uaX3Z47MpKLvArpTy4/X3v4YqKIcD868AvkS+NL35POAtQogfBzpAJYRIpJQ/I6V8WC/yGyHE/wK8DlVQdoGTwK4QwgDawLw+/0WP/S4ngN8HpkBHCGHUXcoJ4NFneiGHnjXtdpswCDl58iQgWK6W+L5Pv99nuVxiGiZZnjObzRU/vSjxPFfhsUKj3WqzXC6Pck9cz0UTBvP5XGHkxRRHmoxXXaLcYehVuFbGwLfoNS0mm5xH84RZkKHJknZDp9/UsERGJROKKCVPS1p+C1lV5JXk7a/zWCYVrm1SLKdYzQZup1WrhRM0TeDWDDbPddna2sIwDBbzBS/GquvaBIGaH6Up09mU8SrmzkZQofycJuuY/+41Fm7vBHoWUh3SGQHLtilStdDJQsPQLdAFruvRaueYholumHzwowW31gZPDi1+8itGvOeLNnVgVkZZ5aRJSX/UI4kT7t29z86wzzM7Kc8+iqhQrJo7G411ItlqeUdq6HlUcObMkCAIODg44N1f2CPFpAyX+E2fJE3p93uclJJ3/NaEqwcxJxo533I2RjuY0Ro0SG2fpIjIy4wwi9DNLt/z2jZxZeBpFT/xCdXJWIbgQaQWk6uTlI996jmahlIQd9ptNVNZLlksFujtlDxOKMpSeVBVUonHiphut8+N3QOO93y2Rluslkvu7c24ubDqGOGSg1XID/1f11TRHVi84/UeT3R1XlyUXOxodBsaQaRgjLIq0YQgTiLe/lqLXPf5iT+Y8/X/8x0uD8wjh4UrWw4f/HjAzWXF5f6E930pPLh/HxBYpsmly0+QJimz2YyDZcT1uVG7LUd8+sW7RIsDjh87xnqzxjANGk5DfYCkymU/zD4xTZNNENDs73BteqPOO8nQZMI81OiduIJl3+a3f+d3eO1rXsuxYzusxmNFfz22w2w2R9N05lF21Bm/ME6ZBSkOFR/6mnM8nCyRacCP/1HGtdmKK1sJP/CGJg23wWa9IYrUzLHftMmyjChO+OGPbrg+K7g8MHnnG3Q0YSkWUxWjCROJgSRG03OEmaM1S8zAxtf6bLQpZVUe1ZPHYTAhagqwJigDgbAkmnUIEwmgwtQtGkYTgLTMD2/bS7OVQv3DLEGXhIngzkoVjfsri6TQcQyXg/mYU2dPYuo2RVngei7IgihJ2Or65FInSitarTaeayOEEluXZXlU+PPacSKKIjRd4+DggFbbJ0/Ue1WX+pEmx9IsTOGglxbkBi2/rfJtKo39h+PPtLQeHZ+xoEgp94UQD4QQl6SU14EvAa4KId6Mgra+UEoZPXb93z38WgjxHiCQUv5MXSg6UsqpEMJEFaLfri/9DeCbgD9EzWJ+V0ophRD/AfhRIUS3vu7voYgAUgjxe/W1H64f+799ptcihKLSua5LnhdsgoDx+ADLshgOt1RMa207IIRgsVgwm81ot1o89dRTrNYrgiCgKpUGYblYoOsKEhn0+4r/3WxSScl8PkdPxySlz63QU+6sRoGhKxTW0KGth3QdgWvr2LpBnKRMxor/r7j8c9VyazpSaAQHd2mdfYJOv8N8NiOJY7a3t9F0jcFwgOu4NaVRYbpFWfHpG3dxhMZkMiEMQmWFLyss02Kr3eCpkUoHPNuSaFmE1B3i+fjIfiGOIoTQcBybSkp8r02RF+r+rTcEmwDDNOh0hmxSuLVW1iovTDJeuLlLv2khy5yoqsiKnDATHDcsgiDEc1081+ODX9Nib7nh3f9+l5tLyaWewZlRj9Fom/u7D3jfH4Zcm2mcv36bH/qiLv1Bn06ng2EYPMoitfMTgiAIMJt9XhgnVAh2E4snnnkV2WrKbDwHzcB2OzgOfPBZnTsLnQsd+N43FThWg+/9/IJP35nxoRs+h03w2bbGxVNbbNZrVqsljx4+RGg6iTRwbIvSyEiSqvZkUq6zeZVRUPKDv7vk2jTjfCvmna9v1tYYTZ7eO+D5/ZiLPZ1Bv8/12YOjyN5FaPLBrz7DwSrC0yukkOSmhduyKQqfTreDYZho2pJCd7mxUCFi16c5v/4t59GFjhAaX/ULn1a6jmnG8zfvM+q4FHmBYRpsaqfZqix5w6uf4enduzx/EHN5y+XymeNYT5zFNE2SJCaMQlVQpNJllGWpBHFlge83yYuczWyPS3UnemlgMxQrGt0Wu8sCr3eOc47LgwcPavaXSbPZJI5TQHDs+DGQcKEbc3NRcbGn0TQlg/424/EYrUioGi2uzfaOiAYPxgWLesfd7XZYLpeEeUGz6bHOBC/Olkf3ZJN5DPUGII48qQQCIXSEsJBUaHqJ3a5I1zZS67KWM4T4C0yvx8wqBSBLEKV4qejUY5VKVlQUFJUi7agNmaQoK8pUYggDzZEgFBzqWYJT7ZT7K5tzHUnPsyBREFdn4EMhKPIS2zKI4hBNODiWjmVZbJKU0aBLHK/Q6vWqqpMkHdvGsm1avq8sWKqKvUd7VLLCsRqkZUCVZKozMWyKWEOg0+z46A2TPC6odMnWaPSS8SrNKdQAACAASURBVOpncXy205a3Ar9SM7xuA98M/BFgA79VQ1sfk1J++1/zHDbwH+pioqOKyb+u/+9/AP4nIcRNVGfyDQBSyrkQ4kfqnwXww4cDelQx+7AQ4r3An9TP8dcemqYxHAzZbNYkcYyUqjBYpsV6tSJJE2QluXf3Hg92dxltjXj66adpt9skcUyn3cGyLBbLpcKUPY8gCHHdHg3XxW+1jqh3juPQ7TQoyoLFaorUm8S5zSqCrZbF+WM+m2WqhGxRRFTkdLtdirLida99rbL0SFMs28a2bVqtNv/JxzbcvbnifAu+63MsOp02ZVkSRzF3b9/FaTReCr+qKt7z+woGOe3Bt18aK+qwLuj3e+imTl7kvP31OuvMpdPQ0Sod1/FYzBfM53Ns22Jn5xhSKh1DFMfMpjP1BpOCOInxfR/LMqkqyentPs9sr/n0fsRTWw6DpsHly0+y2WxwPY9v/9UXeG4/4hXHSt7x+h5+s6mGh5pDGaz4b18taLSHnBr2mU1nFEVOoz3g+myqoKg1pMKiZapOczad4boumq5TRhFpkpIkj7hQ61CubNmc2uqwtODEyRMkScJ0OuX2oyl35qpLuLGA/aXF+S0VQPTUqQ5PLCpuTCWn25K3PV2yt/eI8+dP0Wq7pFnJP/31Xa5NUs74FW/9HIu2u4XmlSRVTJzHrBLIq4RrU45+7/7x02z5yhzy3W9MmQUN2rbAlDkXOhovLkpOeLCZHnCjTuVLdI0PPqvclp8cxfzg322RxCmWLVkul3Q6HHUlT27Z9BomeVFw99GYsz7cXkvOtWHoOwwHAxUP22zi+36tidAwTYv/6mLMv8hNXjiI+I5/c523Pq1MUc+cOU0URy/pOaRKlcxlXt/rhM0mwDB0fu7rLrHJJD3P5NHDR+wdPKDnH2cRFQijz/mLA3r9HjduzNnZOcZ0OiXLFAnhmVe8gnelAVXDYdT0iIKUB5MVnmniSElRqLCy6zNF7rCrnEazSavdZm9/D9M0abfaSCnx9JIrNRx4eWDRazgYeouizKmkUuxbhoWmdSkqDcsIsPQcKVM0Dcq5S9OoCFgcQUKHzKzDxboq1bRBlhpVJkFXBUZSKZGxkJSlsjZBQJlXFFGFKA20jjp3WKd0XeMfvfqAsnTZMQY07VM8+8dXOXvhNJWWQ2JiGiau22C92aDlKUIITF3ZpFgGhKWyvjkUMeZ5TlmWZFnGfK7WEQRsjbYIwxCv0SRcBrz63KtotzukSVpnLkkajQa3bt3EaJq0Wj7tdpvx+G+wQ6kX9j9FUXcfPy58Fo97z2NfhyidyctdlwBf+1f83y8Cv/gy52+jILP/V8dyuSBJUxAC32/h2DabIKDVarPtbgOC69evsT0aceLECcqiZDKZkKUpnW6XNMtot9tMJxO1A2i1ODg4YGdnB6P2sDJNxZJZr1ccP36clu8zmUwQyRJHMylCmwf7KbphUZUFpdbEMjTC0iKVilI6mUyYz+ecPnMG27ZZxC+l6t1egz/coe2apMLi9GjAfLag3e4gpWQyHnP9/h63Vg0qBPcig4wK19GxmwazcEwpC4QOrtvASEqSjYVpWKzSNZZl86pXvZKbN28RJzFNz1O6GMsijiKctqNEfu02/aEK/ZndvommGbztFTrhFZdLp48xmU7ZbNY8//zz9I6d5dP7IZUUPLsXsEochAhotXyCTUCWZWzt9DENk+VqieM47O/vI5FHi+bFnk66mrIyTQzTYDgY0qzvbbvVQmgay8WCD/1n57h66wHHe02Cjcp9ydKMbrermFK+z7m7B9xaSWwN3vU7Kae9iO98qsQydb779bAfLmhaEtNuoScOGAlRErJOHDXzQXAv0Gn2hog4IJgGSM3jF692uL0UnO+qoKqbS8mFtoB4TV7n1Ju6zqitNCXT6ZTveY3B+z8hubOW/OLdJj/4Rp88y5isU65Plaj1hYOMdQZ7sylbHRvNEDiexY9/5TaLTUm8mPLczQf8xEfn3N0IzrQrfviNBTstlyKrWK6WhEFEUZRHYtbVesVyuaTV3+HWXOl4bixK+sfOMGw1lO3/44ryehCdxAl7e3tIKTl56gRlWbJZrxgMFPFjONri+37zgNvrXS4ObL7xmS5ZUW/hZYWUFVEUqk5ar2nYeUXHNzF1mx/8vT2eP0h4cmjxo1+qoNv3vFHn/sGcz71ykcVigWGYNH3ldea3fLqdLtPpDIHgX/+DJ7h2d5eWpTYeAqum0wp0YSLQVDHVGzQsgY4AkWMYGYIEOQPf1AjLBQVqpnII/aqBfYneVELEqpDIRFAmoNkaMhfkZVEH1wmKpKJKVXaMZmm1CaRqeDRNeZMJWeGaOU7D5LlPXqPTa+MOlNXMalNyetTHtixmszmbYEWSbGEbUAUB8VpTaMlyyWQyVcJGTZ3rdDqUZYllmQhNo9PpUJUlURzh2236vQFZmvHCC9e4fPkSq9WaV73qVUynUzRdzW3a7c5LkOdncfytUsoXRYFuGPQ8F7OmY27WG/r9vgrEAsIoZD5fcPLkCcVD1zU0XTHA5vM5nU6Hhw8f4jYapIliPjW9Jvfu3mMwHOC5LqalisJ6tSKOlerZaaioTk1Xvknr1ZrNOsS2HQxgMVnh+z6iLHi4+xBdNxgMhhR5wXK5BJZcaKtB7eWhxbBl892/cZ8b85Knthu878uGPNzdxTANfN/nlZfPc+H+ATeXJZf7Jq+4fIKG2yAvMmVGp+tcf/E6VZDRsF2Vya4btQ9Tie047OzsEEURhmnWA/E17U6HIFSiu1bb59qLLxBla2zbwaHJuTNn2Xu0x2azIUuVsvr48RO02y6XBzbXJhlPDBpk6ynCG1HKgulkRrPpksUFuSjp+F2KoiTGpAwXvP21DsIZ4mkFQRgSBAGDesc9Hk9YrVdYdUzy9vaI8cEBbVuQZRlxHBPXf6d2u0OW5kgJ/+xzdaa5xbs/qtTy90KdTZqjhwGnOic432mqlD1NQxiQFjl5VeJZNpeHFi9MMp7atjmz3cDQ+xS55P54ye1l3U0t4N2vyhgMeji2sh/Pa6X0dKIG9LZjs31sxP3xgjtrZRdzawXjTUjDSul1HC50S24uJU9uOfz0xzY8P065Mip51xc3WW1WuG4DmSS89yObWhOjuEl31xqJXLNMA5rNFq6joErVhVeMx5N64zLGsm2e6ClW1VlfUkVLUkcxf3y/eQT7VLJiMp4QBAHHjh0jiiOqSmJapnpPb9Y0HIeb9/eVYSNwY5ohowmLOOeBpWHZLrt7Uyq9gWMKVss5f/AH/1G5OrTaPDhYcfWgtmGZZOwvQk4O2+R5zpNnTyh4Kww5dfqUylNveoSBElAuFnOSJIUH9zGKlKhUi6uGRsP2kPV7O01Tlcu+3KBp4DgupuHgmRW5PcNsRpRLC08bUDoxcRFSlDmarlT+QlDD4ipXpSzAaEoqIZE45FkPWWlQVhjVnGYXpKgo8pIqU3qYQyYZlcQ1Wzi5z7N/9ALHT+ywtb1FmK34yf9ocG0Sc6a55q1PVQgkRZbxcHcXspI4WDGuUiaTKUVRkGYppmHit3wm4zFFoaDpsiyopGQymSArSRQrAlJ8KsEwDPr9PqZp0XAbxHFMnucUiTKYnEwmmMb/n4fyVx4PH+6qpEPbxnU9ut0uuw936feVOv1gfx/TNPGazaPdWZ5lJLWj7K1btzh9SpkBOo7Dar3Gdhxsx2bQH6BpqrJ32m1l0hYGtNttJUir6aa6ptHptBkM+vT6ffW8N2/xxKUn2Gw2TKYTQO2K8pnKf66qih9+U49ZmHLuxIC4NLkxL2tef8zuwZLjwy52w6IqKnYfPOIfnw2QtsubXv8qnn/+eU64J0gi1TKfOnWMXUfxGFzXI9iEuJ6LYRhsDbeoypKg/t0d2yYKI3r9PpvNhoODAwbDHrfv32KyfoTXdWj1+thlkyiKMQyDbreLlJI/+7NnabfblGXBN55Y8t/HDtfHET8ZVXzHk3dp+R5SCkzT4uBgjOe5hHrEO35zzIuLkgsdwQ/+XQdPKzk4OKCoW/n9/X1OnjzJaDQiimNu3rjJaHuEbhisplOazaaKOk1TirzAaTjs7++hG7raCCB46niHJ4cVVycpT/QM3vi6V/GpP/kUlAK7cikzQRomClbTGiAqdMPl3W+EqKrY7kuyYk1VFTTsLhdPbvHMTsRzexFPDm3OHWspH67VhjNeydtesUvTd2m0LVpOgyRKma7GLJe7nPLb3N9YnPMhjjM0JyLOA97+xV3WS5M0SvmBjysI7YWDjPmqRIZLZtWCRVxyNzSOgrkEklPtFMsIyTWTNDdJRUKW5+w92gME/eOnuXLuOLP5nDTJ+Odfvk2KiS1VEe51u/X7XxzpGvb29nBdl5OnTiotk64RhiG+6WE3TGaTKWVR0dB0LvdNrk5zKuCXX6j4h9sqTdKyHTZ6jyiHjmviSJvJ3i6T8T6P9vY4d/bsEbz19I7Lme0eQRCQJAmj0UihAHFMXqXkMiOLMvxmSznrFgWuW1AUJYZhKgqurpJVHVsN7afTCUWp6MhJouA8TahOodlqUmklwTKikhLbsDCSFpbuUVgpuUjJy5RSL498r6oMyhj0ZoUUFZAjzDkCDSlHVIlLVi6ROaCBZqu/EIAudLrekOXDiLv3bvLEM+fRWjlBviSJHa5NFFHhbqCxc/YcvgH37t8n1X0WwGho8uT5kwhNIwgCFvM5um7gt3x63S7L2gkjzbIj7ZTrNtA1nWvXrnP37l2lZ9M0nn/+OeI44fat2/i+gkWtevayWB4ZoHzG429VQdF0gduyWS9ChsMhQRiqqNOmzXqzZNAfstkEdHtdyrLEc12SNKEoSpq+D0GAYRgsl0v6A5VvodfU0NVqxd6eWqDjOGGz2dQzEIu0zofXasFUkecgFF8+DCOSOlfj2gvXME2D/mDAZr3GsiyEgF6vy/7+GNuy2TZMDGHSoOBCnbfx5JbNpXPbFFXBbKIwU8PSOXnqGEmkRFu6rmPoOt1ul/V6jUDQ6bTrrBAIw5D1asV8Pj/y8JpOZ/R7PVzPIwzHLBcLDsZjDENnEcwI5QLdk1i2UQstBavlEsuyGI8nJEnCsePHqMqSXq/HZJNw/0+UmePdUMdwO/gtxdZZLVfkWY7W1BR1dl7UuSeSe/tzzu1oNH1f2fl7Hvfv31fWNFVtHtnrKlp0krA1HHLq1CniOCYMQzabDUGtKzJqmqvTcAgKwc9+3SWevX6bY70Wd/amIAV+y8fzPEajEXt7ewRBSEBCw22AplHkGaNBi0rmQEbFRoW0WV1+9msvsowqug2dRVxwa/0clVQdUKPfpelXhMmGPJOkMmWxWrBMp/yXzwRIvcWHPz3gBz+mc7bn8a2vmRDlK0Vj31icbsbc3Wic9iqK1YJ2u4Xreexogkt3p0qQ2qr4pteu0eQay3Romm3KQOfOnV1Mw+TCxYu87w8Dbt5MeOb6Ht//+Q6God7Dw75PFNVJg6GiKgMsF0sm0ynb2yOaXrO2HQHfVyFzcZyQJMrbLM4T/GaL7/78Nt/2f0yRwO2N5OybnmH64A5VnrLTd5hEsI4LAs2jffZz2TmfES/H3L5zjy+SAW8+O+SVl89iWhZW/S9NU0UL1nW1uagKBr0+hmkcMbOqOta72fTRdYOiLFiv11j9PlEcswlU2mNVVViWgWVZFEVFkiRqN18VdJoDDEsjygMyPaEqJUbhYEkPKSSVKKhESV7mFEWF2xSgHcJYSm1eViVZPEHTdbJYQ3NAGrWeSgoalodXdbn1p/dI04xnXneZSFuQFyUjv0+1jnmiZ9YJozbhbJ/O8eOcOX2Kg2VM3nBIS4vJfIEuFPpy6vQpABaLJWVVkibqs68s+XOMBghTMp8usOu0UgCn4eC6x0iSmKIoyfOM/f0DdF1jNBpx4vjLSvxe9vhbVVCKMidmTavvg15RVBmmbVEVKUVR8vDRQ0DS6SgLwLyofa4S5f+1VQc1rdcbNmsVQHXu/Dnm8zmvfc0p4iQmyzIGA5NOp8PVq1ePLNx7PaU4P7S/WC4WFEWuxGa2QaffYrlYo6FxsL/PfLFgOBhg2cq+xDAMup0O682G3QcP8ZoeP/XVJ9kUkp6rU1YF0/GcSpZ0hk0sw2G2ryzyn3/+eWzL5tHenhosAvfuq4RJ0zRBgG74uK7Lvbv32N/b59y5s3WHFRJFMRLJ/sEBDddGaiWFUWA6GhqOsmxAYcL7B3v4vs9oa6s2AVRq88ViQdvROd8W3FpLrmw5jLoNXK+hQqyyjKeffoogDPDKkisjh6vjlPMt6DWMmr7qMBxuIWVFs9Xi0zfu4WoFJ06cwPM81ps1URzRaXYoZIJpC3qNLp1Oh0d7e6RpyqOHDykryS/c8ri5Crjcn/DON/j8yEfWPPso4EzT5gOXLWUQWWgqqMhx8DyPzWbDdDzDMAwsw0EKU/m7FQuSdI0QgoblMGhaZHmGyIIj08OLPYNuU7BJAtIsBl3leSyDGU3fo+310Iwet5eqkN5Z6KyiAmSAazUZbh3nvV+asDcP0YTG9qBFs+mxWq0B+MBXnWKZlASzR5QNl7wwEanF+iAmjjZsjbY4d+6sMptcXj3KtElpYwhFNc3yTFFUXbfWLThK5T6fc+LEiSM9i6wOrd0Flmmxt7dHu9tG2ErdHQQbRFnxRFc5V1/oGlTRivPnz6HrOovlgrPtFmHTYX+dswxzFghc9zjHnz6Jr2cE80d8+tPP8clPfop2u81oNKLZ9Nja2mIwGPDijRtsH9tC10ySJKHhKLv/9Xpz5E2nacWR/XpRlBi6ropzofJBdE1ntr/HmQsqfM4yrdrLryCOQvruiMVmQU6mBuGGcpgoZUlR5Vi6i3APlfW1aWSdYV9VFZWnoMIotDCFjhQllZXTcBqE44I/fvbP6HTaPP15T7AupxiYtMWAfFFw9uxpPnTZZr5J8S1UgJrjkCUxVhnQqQIyq810vmJr0AYpj94LYRgqlwGU00ISBpRk5JTEmai9ChtKOHloFyMkmqZTllmNMCjrncVC+bt9tsffqoKSlxmT9R6tRkyQLClSSaxBWRUYNBjvLzi2c0w5dyYJaZoou4o0wfOapFlWG8zB1mjEfK4IZzdu3ODpp5/mwYMHzOczBoMhW1tbuK6LZZp0RyNliVApEznLtNQCtV4zm8/QDPBsD6/ZINzER8P+Q7rf9Wsvqt27EHjNJufOncO0dNbxEqsKKUqP9TzA1E0arSaWaeKYLvQ10kTNa2zbpuUr+/g0T/CaLoNBH03TqaqSKApJ4pSzZ8+wf3CgTBERDLcUZXY2m6sdvg2aI8jjCt/rsooLmpZFsqxIiw2j0QjHtmm4LmEUYug6ftPHc1329vZ42ytgnUpO7zhYlkWeFoRhxNbWFkmSgITBYMC/eEuX8SJi9vD+UREuioL5fEaSpfzYxxS09ETP4Jee6SJrhorjNGi4Jmk6RX1YXB4+GLNebxhtbXH69Bn2VgG3PhXWduk5d2cxf/YorjUwgkeLkH/5yQlXx8pa5ANfffpIQa1pysRysw5VV2Q7xKmFrgeYuocQilq7WM4J4g3v/4oRYWaw3HuA0AS2baEbEKUhQmgc3zqFltvEswzBhtOexd1A42yrYrvVIqti8rxgsj8jSwp+9lMldwLBlS14/5s9ms0mTsMGIRk5FiJpMZ2lhEFKVURYts35Zy7Q7XRIs5T5w3uqqK8k59uCMlxQSInruiwWSxqOTZpl3DuYE2yUiLTd6bBcLWtKfElZlSBVh+01PYbDIYvl/8Pem0ZJdpZ3nr+7L7FvGZFbZVbWJrTR0BKyAUkGNYvFMg0Gu23sw2K7xcxgDjN4Q8YWjZiRZLEb3GIxwppBB9RA06ZtjMHAQAPCbNqrSrVn5Rr7cm/c/d758EYFdLdnrA/zafA9J4+qsiIyM1I33ud9n+f///37FEtFUYTGXVrNJh/7tTr7Q49pfx/P98iAYqlIoVBga2uLcLpPRdbJmxZeqhGmKZ1xTF+WaNY2+LmDB4m8MVub25w69SSuKwQvpVIJTVNF63KWOHhJ3RjHsegcqIrwRinK7KTqYBimIBTPQqXEZkrGHY/pdTviFOT7pFmG503ZOHIZBibuxMM0TRRFE+/hFOSZ2VFRxf3AzPCYyTOml5KRSqI1VijlSbIYUy9gKDYXL1zkxImTLC8vc+Sqg/SDXWy5QOZomPk8YeKyefb0HH3SC0NRMHriZ4yiCEVVGe9tYVg2VItYOQtnPAHAMAy8mT8ny4TE27B0MhKiQCTIKorA0SiyPEtYDUizFMsyyYDmwgKO67JgWXPw5VO5fqYKSpql+JGLH00hljAUG11RkTOZadtFkjQSYrrDNqZh4IxEZW42W/T7fRzHIZ/PU68L3HoURWRZxuHDh+ctklarhSQJSa0fCFe4JMsUZ7smdzoln8thzna9iqoyGokeaxQkXOqvpmnKaDymUq6gqQLQuLS0hG4Y4iaJRe79dBTQc8bUajXK5RKD4ZBSozxPWtvZFbRYyzQJAp8gDNAtFeQMTdMEg0gG0zAxDVPMl3Qd0xAqqygMGQyGggNEhlnIo6iQt8u88++mnOiI1tsfP8dGN1Usy6LX75MkiaCcxgn9QZ/mQpPFpSUmjsOxVp3RaEQap4wGXQq5PFkcCGnkaETo+ximgRo4PO2yy+h0OvieS29/h2KxxDhReWzPm8l+E/puzHDnDJFqIfsT1FaVJNVxnRBn3EeWJGo1gdoZjUas1opcVo840Q05VtO4/uoNLjt5ipPdkLV8ymggcu8vQSJPn7vIUqNKEkfzFuTUdRkPxOvUNI1ybQ0JAR2VZRnNVNElBTcYY8g2kWKiqDJqIrJHoiBFDyX8SYQixdiWzeLiEh+4TONHjz2JkcVkI51S3RYMNcUgsQucd/pzA2Cm5anYCs50QhgFDLojdrZ38TyPgwfXOXDgAOPJhIVGg+nUYzgYks8XuPNFRRLFIq+LiORiscD29jaFQoHxxOFd33Y4NUw5VEy468WVGZNKZb+zR0LEcDTEMmxWlw6gzobAQSg8VJVyhWPHjuFMJkzdKeG4x/LyEpIksb29Ta1WxZk6HNxYZzIWJtWiLtosfiwxQWeaGmz3fXoTWKwYbFyxwcbT1oj9hNFgwmgwZuJMaLc7uFOXJE4pVSrkbEsM5SV5xl7zSeII3/cxDGMOObwkMqjVqjTrNXa2t/C9KY1mC9MW0bnyUCaKE3b22/R7/Rm+3ycKxUwzy7L5qblSqVBvNCjOWqWGIVh7kiwRRRG+HzAeTRgM+nzv8R8ydadsbByk2Wqxe76NrKoEccTa2hKrq6ucOXmcRFVJswxFUag3FkjTjG5nj1K5Quo4ZGmKpqksL68wjjSSIGGhkCf0hWNeliTCSLx2TdVQZRlFk4niFEVTCcIA13WxLEu8ry1L2BZmiKB2R4g2HMdB+f8SDvn/qysVC3WaxYhwtARiAzwdZ5TQbBbw0wkRPt39FEPO0dCFOxvEIm6ZJpqqEkYRruvy0EMPsbq6wt7+LuPxmGKxSKfdmevjXddh6rl0ux0ajQbVagVFVuYSTNu20DSV3d1dkjj5yQ5EUSgWCjjOhGPHjokFVlGE0THL8KYew674fpoSYOUMobpJMnZ2dzFNg063i11TicOM7d0datWaWOTTEFVRRYysoZBloCgqk8kE150yHo1QFJXllWWOnzhBLpejXCoRRhHeOEBSIFYsTnTGM0VTSqrlKBSM2WBQYXFpkcAPCPwJnucThgGeN53noojXqtHe3UFVVUrlMqEvHOcLCy1OPP4onuvgTMZMXRfPmxIGAflCgXre4FBxIlD0TZPI6fH2rw+4MHU4YIX8vvMYmqqInnAUY9k2mqYx6nYEbNHUecuVIe2hiy0nPPLjH3LHC46g2iW2z56g1Wpx+dkOx9sBG8WMQystzp89jeNM0DWd7t42ZBnFUmmep97vddEMi6knds1ZloosbyTe/f3+rPUj80fX28jApOMTBhHFYkGc5mLRikiThIImsbKyzpNPPokqlSgUC3S7PRaaCxyrqZzoiSAtf9hmfywznoyJIqEOrFYrNBYaqLqOj4GuB5w6dZowErTgZmuBKIro9/qkiokfBISOLuCP0wnTVOX0MJ37Z4Z+zKGlBq7ncGH7HKHskSkxnutQmOSpFOsYujGbzU2o1qqirdXv0263OXz4MJYt2ieWbXPq1GmOHDmMrhlYVoymCyTQ+to6nuexuXkROw0ZKgWmYcaFDgycjJyZoWsqhYUVltfzyJLE2PUZOj7jaQiySkH2SZMIXy2TZpDTJWq2RByFuEFMGKdkSGQI9ZdhqKhyREFNieIphmGSpLJoFyo19kIZo3WM1SWZOBGJk6aaoOETBwGu4zIcDtnvDuj3hakwDCM0TRQTVVFZWGhQLBZ57LHHabfbmKbJNdc+i3qjzmgwoFFvzI2Drjul1+2xuLKGpgnKhaqJOcdgMGD98DH6/QGalaO5sIAfBCRJgj/pM0gLGIZJs2QRx9HcWyLP8FBhGJLFGYV8gak7pVarYRgGw+FgBv006Ha7GIYxR9oUigWmU6Hke6rXz1ZBkTLSUEI25J+A3GKFxFUwdJVSPU/f32U8GaNkOsQwccYU8kV8z2dlZZXpjMs0Go8oFUtUq1XqjcZs9+9Tq9coFktcOH9+Fr+ZIasSjjdha+citpWjUq5gGia6oSPLCsPBkDAQLn2QyOdzqKqK47gsrywL6SaQpglJEuK4Lt1ul0uJoVEoQsJMyyBJRVLj7u4eke4S+g45o4hiaASBj+ap4nFxihtMMWYnnsFgwHg8JklSTMsSOywkSrO+uWVZaLrOeBSTpRA6A65s2Ty+N+XypkUtp1EqFnEcBymKaO+3cRyHIAjI5UUGiKqqRGHIQqNBmqYsLrZQshjTshmPhuzu7oJZJAw2GY+GxFGEMxmjKCq2ZbPQbOEHEWOnzW8d9pHMPDUbumcsCwAAIABJREFUdnoTLngaKRKbns4kDLGjkEq1xmQyRjcMIsUmDXqiMO2FAg+PytR1uWz9IKah40+HRJFoCbzjxjKYBQabp9naPE+302Z94xBpmuJNp2izwi90/jq721usHTqGqqnIksjUSaOMgS9kvykSpwcpJ57cIa+lLCwscPCKgwxGQ97+1S6nhikbRYc/+nmbUqmEnbOp1Wv4fsD3vvsPGKbBjTfeyCcOx5zdbrO+WCNNUpaWlvj7v/8qw+GQ1mKLWrWKJMn8wZd3OecMOVpR+KPn5CkYedI0YTgcEscRznSMqqu8/xF4bG+fyxcM/vAXTCqyzrFaMkOX6NhSwsRxmHgjsCI8f0IcRAIP0tvDtnIosoKu6VTKZfb39kGCaBYdEMUhaqQKUGEQkLNtHMedSVElbMtiMhH3ycSZcOToYXFvtwegVfDiDEO3SNOMds9lL5sgSc6MP5WhSim6nKIlEZalM5k6LFXK7A09djoh28zO/IqGZWjoqkhqNeQI34+RkoBIy+OFwhySZRIFQ6VoSuTkhJwOhm4wcUMGbsz+OCVDR1dNlFyFQmGVwlKCKQXYqghIQ88JFagUsr+zxYMPfo80TbnssmNc9fSryCSIEplirUHk+wyGI/xMZalaYGtrW6i0yiUs28K2c2xtbROFAYNelySFeqOB405pNGq47pRcEBC6Yy50AClPs6DPVJouhmHMc3x03SCXyzMajtA0DcPQqdXqRGGEZdvzzPo4juebVl0XeUZP9foZKyggZTJ6YiJlKmmcYapFAlLyZYvAi4g9CTlVwYiREuE6bbc7LCwsEEcz6J435eDGGpZlMR5N2N3ZQdVUFEUhiWNyts3yygqnT52mWCrgBR6ylhFlESMnJIpCSqUy0kSaFR2o1WrEcYzjXDLiBYzHY1ZYFoWDlCAa4YdTxlMfL5iiKwbdTncemhUGFrl8jt3tPeIsRNISkihmGk4o5CsoqZgNKYqCpurEkVCd+L6PN/WIowTTNLBnOPvhaMiBtTVc12Fvd48kTalWq4yGIxr1On/8HFDsVfxhG01TcV2XNBHJf0EYYVcb5HSFJBZO3v6gT7PZnBEBEhzHpbm8ysRxWd04xIf+do+T/YTLGzq3Xb+MbVlYM7+PbhiMJxMKsowsCwy7qolMlmqtymU1jxO9iKfVdTYOlJElnWKpRBN4y19d4ETX4XDZ5IOvuIzRcMTt33Z5fN/nWK3Mh2t18vmCiHrudMiyjFKxyGg0YnFlFbKUxuISQRBQKpZxXAfPnaIVxO46mQUamZY1m3+V6A96WJZFU9M4dqrDyX7E0YrKFYdXRYharUaapXQnIadmJ4KzY8DMI3kTTNNk4/BBnnj0OGtra6yvr4t+eq/HcO8ifiWHpmpzxtTq6iqapuF5Hk4icW5mgj01SMj0HKoUE0YR49GYcqXIysoSZy725xEHT7QDRlOZ1ZrJn95c5MJujwMLFfb29sjlbJH8OeiiKipJGhNnIU44pNNr06qraJpBf5rQ3d5idXWZerPGNHRpd/cxdBsvUWjUqhQLRS5cuICh6ximgWlaIMnszGKvvamHIiusLda50B4TpjkWSiYNO2M8iUjiBHfqEUYRpWIeCRnTEIue7/scObSBqio0K3nCOCFOMtypy/5+m0qugG2ZhFHIuN+lt7NFEsccftrVTEKHSrVO6HtEnoeu5AgCn77vo6g6dqFMUUmQtECceJUUVZXIspQgCImiGF2RyCQZP/IwTYvOdpuTJ09y6MhRVjeOUirl0NWULIuIhg4kMpWFFu/5Ucjj+x6HyyN+5wqxQey099FUlbPDIQcOHiKcTuh324CEKmW4rsOgs0uaZSytrmNZMVvtAdudjMFYYakixDBJklAsFmdBcZKgLccxhq7PPWemZVGrVefrTjRre3Vm8vt/HLv7j18/WwUFCU1XyatVarUaIOGNA5yoR7WaQ5Fl6sUWgTwhjH1kz8b3AhRVodcXb6ZavU4xKuBOHTIpwbJNwiCkVq3R6bYJwxDLtCkWCpTKJRzHodoooVoyfjTFGbqkSsxkOsTUcqKvPWMiqaooSkEg8lHK5bIQAmQpSRoy9Yc4gUuERK5kI8cahw4fRpFFe6c/GHD+zAUKxQLRNCLzNUwzR5yGZHKCqiskUxiPJyLpUdPo9roUZoNXz9vFME06nS4A6+trJElMGIRYlkUYhrTbbSqVymxH6UCvSxCGBJGPrEokWUwQR3zwUYlzTp/DFZn/+fKIRrNMSS2SpmIALEkSF7e2CMOQMAzYG7ic7CezuUVIquexciZTdzr/PU4mDqsHVtnZ3uHA2hrj8ZgwCDl9+gzv+IUKe0OXlYWcSMJUZCRJYbs35sQsh+PUMOPJC/soisIT7YAUiZP9mO2ew8KsBadqGmmWUcrnCYMQ3dDRDZ39/X00VcNxXdqdLqZhIKUKyAonTp7i8OENQavOMlRVxZ1OcSKJpYrGbTeUaI88cmoqstYXm+zs7DIYiljXyxs5jncCDldkpMBlYWGBLM2Igpi9vT1uuOFGBoM+W1tbqKpKq9XEmTjzHrfjuuL3mrfIV2xMAo7WZZ7sJhytaajxlFhWkCUZWZWJwoQwiEmno3lq5eGyTN2wkCUFw9Co2MKfsLGxwdbONkqpgCHb2GRomkkmxyiyxGQ6Ru2b/OGXu5wbp1zeKPDvDmrIKECGpMPb/77L6UHKVYs2H3xlXhC7d/fI5YQPLF/IMxmPmUwcoiiisbCAoii0u30KesbU8wlViZwlZiSZmWDqKuViUbR8fJ+J42CaJrIss7W1zcrKCqNBnziOOXz4ML4z5sDKEkmSsLm5iaIolMsVsixl2N1jNBwgJwFBENBsLdLd36W5uMzu1kXWDx7GMDSyVEElo1IpzoOsHMehWhT3s6LKeJ6PFSeMhgNOPPEY1113HZVGi3P9iESZUrQ1KraNVFAZjV2CBJ7YF4KQ08OUvhugKjIF22Rn6wLlao0sTYjjiPpCi/FwQKe9R6VSw/c96gtNkiTBMk3y+pCcNGHkG5zYTSkYUM8phI6QgFuWxbmz57Ask/5gQLlcFnHOhjFHwWiahmmZaJom/mya9Lrdp7zC/kwVFOFqL2CRo5pfQFU1znTOosiCv6UqGqVKgYQi3XYPyZCwygJDrcoqRauCisJk4iMrMnGYki+ZmFYoeFyeh6r95Fdq2za+5yFnKuVchalvEOugmypxmAj9fxIyGPXRVZ00FaFepmni+4FoUalCFikpKX6QEEQpmQSWqRFPL2UyCLbQpfClQl70Pi21iGZKpHKEKulIsYJpauiaThzHmKY5LwziDT0hjCIUWchlXddFURWKpRK1eg3HcTh79pzI+pi1ejRVpdFsgJ7gBEPkLCVvNjj37f4s3CtBrxeJFR9Dy6FmKlEck6UzwOZwgCybaJMeT6tbnOiGIr0wp2Pbgja8t7cv3NEHVhkMBtj5PO2xx7TXm+3OV5hMJlQLEqkaUawUSPyMwaCPEodz1PtVizbrrRoTx2E9n3LOkbmsrrNSLxLFEVNX8MDSNBX3hCyjKPJ8fqPIMt7UR1WUuaqILJu3CuM4FURgReFd33Y4M4KjlSlvf06epVoBd+Zj2tneJYpClpeWCMKQt/5LmWmiU1AFjK9cKuH7PsePn6Bebwign2WKn3HqMhgM6ff7NBYaxElEvmiDlBFJHt3pEC9y+a1rQ6JpASuIUdTSXAmVpqno5VsGrVaTP7AmJKpJs2SLuF9ZIjZDipU804kLsjTD7TscrSncdfMaqRThRS5plhC5Er/3N/ucd4SY5HgnZDCNcCe7KJpMx4k4NUjnNONz213KpiBet9vteTtFDJAnmL4hiremM5lMUA2PyTSjd0EsioYuDIqSBL7vizAqMlaWlwV5WJJm6CPhvcrlRPvpUtbRYDDEME2KhQKLyytkacp4NKS5uEyaJuRyefLFIpVaHWcy5sjRp6Fo+my3fynbJppLg7Msm3/EfsylUOATJ05w7NgxNjY2CIKAijKhN7bQVIlyTkMzNZTpFFt2OTZLMT1WU7nmyjU8P2A06LNx5DIhcU5hcWWNDLHgh2FEvVHH8z3iKMLO5Th/7jytxRaFQoGTJ57EVE28wOZCZFAyDFqWeP2+71OulAW8dtbZMGdqUkmS2O90kCWJKI7nKCnT+mf0yj96SZmCHhWQZJU4TLFNg+nUo7HQEFhyXSNLMga9MbIGgTxhONwlI0VVNPxoSsVuoKgyhXwB287Ni9FgMJhr2JM0BiQ8b0q9XmfiOEipjJLp2HqeKIjQFQ3LsrDyBn7gzzwb5hzzInJWdHI5m9FoRKlcgsTEGzrCdBX4kMizrAoVCWZGSAlFVVhdXRXKlChAViSiMKZarmHoBqPRCMd12d/fp1avkyYJ7nSKbdvk83lUTaNWryJJGXGUMJmMGY/GpFlGzs7hTT1WV1dFe8V1SOIEWckwNBMy0CSVjaJo4RwqSaRDB2oWigkkCd1em9ZCizhJ8GcpiCurK/wvuT527QCNvPgZ7Znixpk4LC0viWHvYMh7f5xyfFZ4/vzVRzBnA0WtKDENXGFui3Uq1RrOZMJtN5hs7qdceXgJ3/epVCr8zjU+mqpiSRE7OzvkcjlKpRL5Qp44iohiIaW0cyaJn2DbQpk3nfoUCoL6G4UR/cFABLWZJr7vkaWpiMidzU1ODRI6E58lVaVcKTN2XCLFYGN1RewOZ0FRrVoVJHAdZx6HvLW1xbOuexbedEqv36der5GkKYePHuHh42doLNSYJhO6oz2B1PFTEimaZXpk5PIqSaADEkqujNPZIcsyllaaWKbCfrtHmsZk3pgRMaVyGXfsEqOiGxGSqsxeiygIp3oJISZyEqGkOmoqs9MbccH5ia70sgWLyw+u0O12cN0pG60GV7Z6PL7ncWXLZmO5zng8ZmFhAU3XWVlZmhVnURjG4xHb29u0mi32Owb9tIhGiJklLDQaIkRtJNI8XdfFME1cx8WdzRWjKCIIAvb29jBNkzAMOXv2LL1eT8zzcjkAZEVh4ghvGZIyd9XLsozne4BEoVRFMPnG6LPW4k+nIgKi1aWn8z8L8Y5o+z7jGf+CyWRMkiQs1ksk3QlbPYUw9iipAZom2sB33bzEfs9luVbAzBVwwyFJCrplYykyZ06fFZieVovW8gpPPP4E0qSHaioYmsX5c+ep1+tC+t3vUywWWFxssd/p0h8PmXg5okxFmY6xTItcLje3Lfh+QDfsUi6XRetwOqUyu/9kS3hVVOWf0Sv/6KVIKhoWOSsvqLmGaFfZtkWukGN3Z5cw8cGMmAR9vHhKmqUoikyYhKSZiA+t2k0mzoRBfyjowrIscNLOBEjp9rtEUcjEncwGtykXNy+izuJ3qxUR59of9EmiDEOxqdfrWKbFeDym0+kw9TwWGg1xAysKaZJRry4QBYIHValUGI/GZGlGgkDNZ6nwuEiSjKKojEcjMiCn2TSazXmLxPPFLtvO5YTZEsjn88iyjG1ZDIYDSolNt9Nn0BuRZpm4YS0LO5fjzOkz7O3tksvnydk2k4nDSmWZKA7o94YMnR5vviqjdWCDxWqBnZ0d9vf2CAvJfFZ1/kJAmqSUyyX6/T7dbodisUjijuiHYgjf6/fFAlutUCqV2NraIkDjeHcyi3xNGUxjKqlAgyimhaQokMk4E5c4FKl7SZKyUi8SBAGO4/DOb405NUw5WlF417+qo6oKcRSzs7fH5l6f9aUqXuASxRFxElMqlkhyKY7jcrEz4uBiFd8PmEzG851do1GfZ+kUfI9DZZ8zIzhUliibMnEion0//LggIW8U93nn86o0m03G4wkXL27SbLWQJZl+v8/3v/8DDh5cp5DPc/7CBbIsw7ZshqMxv/ufL/LwTsjB0i6/f0PGaNonk1NkVXhgRDInuMGEUqHFH32lw9lJl2M1lQ+/6hBpNiUjoVyycSY9yGQM06DZXGBra4tBu0+pUSD2fGxZ58qWMGceraoUtIyBExI4EaEX8bT1ZS5/cp/jnZDLFiz+9+dX6ff7JGmGrusUi0U+8isL7PQnSIHA9limRa1ew3VdwtBH1VSkVMabunQ6u5SKGtPpGC+M8ABFiigX8ui6kOP6vo+iClVipVoV0twgoFavk8QJhUKeOE5YXFxEmrnWm80Ftrd3GAwH5HIieTKKQiaTyfyUJMkyuibQ8aqqzNu8cRwLdWgqckYunUwu/fcSYTyKBDNL13QUVUGWFTRdx5AkBsMhrXKOeOjTm8jUmiaxPyFvF4gznXJZJ1U1Nne7EDisrK0hZSlRGLCysszu7p4Y+CPWA8M0UHWFnJGjVgfLMv+rmGbTMllfO0B5MODCxW2mY5k0S3Blm+H5Hnk1oZQX75darUaaprhTkXI69TwRe52mZGmGampPeY39mSoomqpRyAmchGEZbO9skyQxSZKyu7uLnzqE+oRp4AjXcByjzgKFIMULPbJMpP6pcY6cURQcoEyY6typSxTF9Ifb2CUTtARNV1ltLrG9tcV4PBaZEKrOZDxhPJpQLJTRNQ1N0WbfT6Qf+kGAJMu47hTXccjn8qSJWNSWlpYQpj3odGeE0dnuKoojBoPBPBNBVVUsy2Y6nYr5jiXCtwaDAc1icTbzMen1eqimwKsX8kXOnblILpenUqkgKwpRGGFWLUbDIaVSkb39fWGQMkyyNGNna5d4ZrgSWSc5VhcqSEBrsUmpXGBna5f9iz0ajQahH1EsFYU6zTCZJlOSNMadeliWRT4vE4Yho/GYpeVltrojgV9XmUMyj9ZVpHDCub0hSZwwHQdIMqi5DEM3BRQvzRiNRjSbTUpFkYx4aQj+5CBhqzuimlPw/ZD3/xhO9CSOVsa8/5Vloiik1+3TarZQFJXf/9IOx7vi3//w5yJKBTHIj6KIbrdHr9cjZ4uI4Dte0GQSZtRyGnGcsLOzQ38a8eTAmEty+26ILPUEj2zqEscx9VqNb3/nO1TKooju7e8zTVVWG1UmE4dpIvPIjjMrqBl3/l8Z//YanVQO5gueKisYSg49tXGmCmfHIlDwyV7M0IvIGz5pGiOrCuVyiXK5xt7uHu39faFaUw3cgU+xkiOYRrzt5y1ylXXCcY/RYELgiXapaRi4U5f3vHSV7iRgsZKjPxgwHQ4pFou4Uxd/22d1dZWcnOAkIgZBeJqEiCEMY1RVYzp1aHd2kGWfJBXvAUnRyRIJNYuwLGt+QhD8LQlFURn0+2izjVoYhtSqVQzD5Ny5c0RxhKaqgg6sSawfPEB7v8P29g6rB1axbQtdN4jiGFmSGA5H2I06shwKjMu8ncW8gFz63KXrUoLnJfefIisYhiE2drKQJyuKQqlYZDwe0yqY7DgxWyONp68to6kSXhDz6OYINR5Q0hPWN9bpTxMyCcplS/DSCnlOnzkj2n1IeJMQw9BJPQFLHY9GjMcTPH9KrmQRRD6aYiDJEsVCjqTfR1JUVMknQKfjqey5IWQJlu5iqhIFU6FUqiCTzk2evufNbBNP7fqZKiiXdhrRzKDWbnewbJtzZ89RXcrhSF1C/1IWuHhzSv+VGSrDj3wGbhctmaJIKqZqUanUZmgGFVmVCCKRsx4nEU48IYx8GgsNTp06LWYV4zGKopAvFEiTBMUU/fE4TuZE5KXFJWzbZjgckC8URBrddDoPOxqNRiwtLc0R45qmks8X6HW7hFHEwsICpWKJiTNhZ3sbTdep12rk8zmcS2iGNCUKw/nuKowmFAsFer0+URRRq5lz/piiKOzt7RH4PvVGg0I+z3A0wrJCEW2bqeK1KCpZmrGw0BBBRLOwr0K+yKFDFsPhiGazxd7eHq1Wa84PKpVK/MMPvker1cJ1pkwmDpPxhFw+zxsfOMGJbsShItz14kXu+sUCPTekqIuTiSxLlKpFRoOx2H0mEt50iuf5c4in7/ucOXMaGXhaXZ+1zCRMAsJAY+ylnOgls0ITc2F3iJ6G6BqcP3+BAPGcS8opL5YJZ7r9KIrY2d5B0zUmE4H+kCSRQxInMRe3tiiXi6xsFLhsq8+JTsTRqsKRlRaKqtDtdlFUhTAI+fa3v83q6ip2zqY3GPDBRyXOjOBwOeB/fYbgsR2qiEE6wIWRRCrnkIgwdANTslFjCyKZVIkw8hMOVfKcGYrs+HA8YKjE2LaKYcgUCjrjsTDGjscjZElmeWWZXq9PlkhYOZPIj8l8wZY7/+R5TNNkcalBkkb0O4IqbUnCl7W8vITrCN9VoSjYV9tbAhV0CewoAePRCMs0Z2mCCqPxCE2NZxkpAVlqEWMjS6AgED5xEjMYDADR3s3lbGzbBqCazzMajVFVjc3NTTzPYzgY0Gq1SNJYAFbllNZiEyRJ0MHrdVqtJrqmzVpZEmmakWYZmiLNgrikeQsaQJ8VL5BIkhhVUeczm0hVURShOrs0Y9M0TeQTJclsvpmjic+OEzHxEholA0ODouyhGwkH19fQdI2amtId+ciy2FjlCwWuW1ubzRKFIMUwDOr1Gk8+eYqLWxcZDkcUivk5VUJXxWYvS1MkWabVbIjk1TgmjBKmQYwfyURJSobK/iRhe+igSTHVnIqtayiyRBSGT3mN/ZkqKFmW0ev3CPwAzxcY7+ZSFVXNE8sefugJNEMKolmSCTXHbNQ2i9nBj3wSOWXgtVmsraBqMqQQhCGapKLICmmQoVkqkpSwP9hFjgWewQ99Dq4fFK2NwWDuA5lOp6LI5POcP3eOA2trTCYTDMMkDAICXyC3G40GqqrMb/QoCkmzjPE4IAxFe61aqQrG0t4u1UqV9fWDjEYjoijCcRx6PXFKmEwmWJZAVrdaTR555FHhFcjlMU2DJI4Zu1MKhQKKqmCZJqqikKUZlWqV4blz5HK5Oea+3+/jBwG6rtFoLCDLwo+ha/oMeZEgSRKu67K3t0ccCzR/pVKhVC5RLpeRkCgWi2xdvCiMoZHMiVnm/NkxhLIIzSpOvVnbcYSdNzFtgzAQc4xWs0VWhWmikleFt8c0Tc6eO0uaJPzx9QW2uyNKlkS5WhKEXDPl8saU452Q9XxGq2wTRRqKpOA4DmVT4cgsx/6yus5iNY+ilJBkmZ//+Z+bzwE2L24SxREW9owc3aVaq9BoVVFkld+/1mHkqRxZaVKpViAD0zR54vhxTp86zbXPupZWq8lo2meqZZwdTeankXy1xXKtwN2NCW/7ao/jbY/LmwZVMyJNa+CLhTHVQnzFIYg9SOGNPxfjdiwONHLYdo6cbRMEPsPBmNGoh6GLnfpk4qBpGp12B9M02N9vU66V6Y4DRsMR1WqNY5cdY2d7B1lS0E2VQlGY7i4tbhJg52zKSQXVkAjigCRKKRQKhEHIxHHIMsSmRlbo9fqsWEvUqhWGwylBIOCUcZIRZwoKKaQx7nSKoevU63WC2SbIMAzCSEiJoyhC03RGo+H8pNZud6jV6nPkUZxEpIloxV155RWcPXuWzc2LLC0tYZoGnidw7sIZ/hOxy0z3IorNbLEWm7CIJIkF7j2OiaIQXReUa0VRIGMuQImiCFmSGQxEm1xJAp7YkjkS54mnA/K6xNLSGqqqkqYZigSSlDGeimTUMAqp12pcuLBJEIRcuHAe3w947nOfi23brK+vk8/n2bxwAW8ccnG8TbVSJZez8TyPnG1jmubcC2boKhIpKy0htikWiwKDj0LflWm7KekkxVJicto/Gxv/0SvLMgxL5cCBAyRxyvkLZ2ktFzGVBWLF57GLLp7vXgqBFuoQVeYSp0c43MXdFWcRoeSAInqoSZZy6NBhDEMnSWIURWWnt0lv3MGfeKThLENBht6wQ63SIE0TXMfB9zyCIOTKq65EUzXGoxHDwQDHdYV0OAgo5AXlNZ/PMxwOsW2bLMvI5wtUKhWSJGY4GgljnSKwK5omzIyWZbGwsIDjTOj2eui6gDVmWYaiClxKp9ulXq+xtLzM/v4+1VoNVVXptDuCmBwEszbGdD6bKZdKuI7D4UOHqNVqHD16FMd16LY7yIrYwc05QJko0sPRiCyDSqUye2NfSS6XY3d3l26nRyGfxw8CTMtkbf0A7f0u67mE867CkaqKErpMXX3OULJtG0WW6bUHNJstarUqpWKF93z5JJ/64R7PWrG5/cVrtFotwjCg2+0hyxKH1xewLUsY1Ganqg8uxsSSShpM2ekOKFkqpVKZer3BYDjgvS87gJ8obKw0CYIAy7I4f/48pmmRZilHjxxla3uLaqVGo1EnmDmZl1aW6E9D8CbkrBwbawtzJHvg+4zGE049eYrnPe95LC8vk6QxURaykAS8+fk1ZFnnYmeAoshCOJKlfOiV6/z4sdMc22gyDXMMekNiw2WSjIiigCgSv3tFVQkTj+dcdx0Fo0ySivaOZduEYYwzabNx9RHB7CqVGfkJRV1ABReXlvmf/sOTPL4fcKym8eevXmAwGPKMZzwTyOgNOpiGxeWXr6DMYrMhw7JyWJbFZDJGlTXsah7XcecUZ1VVCQKf8WSErmsUi0XiOEA38thpgqyoOI5EhIIqpZSLBaqVslBQzkjHiqrO7u+A1ZVVVFVhOByRJAkrK6u4rsv29jaOMxHBUkEqqMjelEa9gWEYXHnllZw6dZp2e5+VlZW5FNg0LTRNI01TyqWcoFonMX6vR7EoYicECr87b8GlaYrrTmeKMvUnKrCfcpnLsoxh6MiyzJopc6EfcPHigMVagdXVlXkyZpplxHFKloGqgGkawhPTH3DgwAFM0+TQocOkaSpyaMZj8Xs3TUrlMnEUoRsG7XZ7Ntt1OHL4yNwxL8kylmWiKBLD0WBGzDDI5ezZfRsycVz2e2NGnsQwfuowr6cEaZEkqSxJ0mclSTohSdJxSZJ+XpKku2d/f0SSpP8oSVL5v3nOAUmSHEmSfnf2d1uSpL+ePedxSZLu/KnHvk6SpI4kSQ/NPn7rp/7ttZIknZp9vPanPn9QkqTvzT7/mVk88T/xalOOXXGEh378MLu7uxw5fIxqfp0FRQzNAAAgAElEQVSHfvwIJx46yxVrz0SSFIq5EtrsGCwBuqJjGzamYc+KjXCt580yS+V1kigjZ+eZulP+wwOfZaHR4s477uJAcwN/ECOlsqAKqxqyCpmSMBxdyi4oCkOcLoyG9957L0ePHqNQECl049EYQzeIohjf8xkMBkwmk/mcJE1T7rjjDv7kT27jRz/8Edc/93riKObokaNUKhUqlSq+L54XJwmWKdy3QRBgmiYSEn4QoCoqGxsblEslAOIoms18KpBl88hXMgQOIssolUrUajWCIORjH/0Y9/z7e/jmN77J0aPHkFUJN5gQxdEcM5MmKaVikcGgL36JEhQKBd797ndTrVY5evQIR44cRVUUmosLoGTYOYt3v2SFL7zuMt77khU0XWcwGLC1tS1aiO4Yx3F41jXX4YwdPvj+P+O2P/kTXrwc8YM/fiGf+M1n8+Uvf5m3vOUtfP7z/3GOsVF0iZXFA3zh8/+Jj97zUT71f36KMAhYX2ry9a99jeuu+Zd8ZUeYvx555BFq1Rrt/X2uOrbBvffey2233cbHP/5xwa1yHKJQIFiuf+71bG9vc/fd7+bixS2uuPIq3vpXF/mV+87yti+3qVar2JaFIsu0220mrsuDD36Xa6+9hlaryblz5/joRz7G2tJBFmurvPiASv+/3M+f/Otn8OsPbPKOv9vCMEUrY6Fs0R55jHsudt4kyFziVPwcl8CCsiRRzlep5ht87GMfQ1U13OmUbrfLaDxCUVUOHtzg3LnzbE41fumTT/Cmz57k3PkLPHz8DE+0/blfZ7PTZ2lpkS9+8YuEYUS13KBYLPGRj3yEt7/9j/niF/8zxWKZe+65B03V0TQdU7ewLJt8vsBCo8lnP/s57rjjTv7hH37A0y67cg7TVDWDQr5BsdiiUGiSZiqyolEwZREiNmudkoFhmsiyRC6Xp1ar84EPfIC3ve1Wvv71r3P11VfjeR5HjhxhoblAp9NhOBziOFPSROS76Lo+j/Y9dGgD285x8eJFoigml8tRq9WwZmyrQqHAPffcQ6FQxDBMVldX+bM/+xCyrMzky7PI7SSdt7lkWSaXyyHLInPedcV87FIbfTKZEIc+RtAlizw6k5CJJ0gZAuaYMvYicobMeNid0X+rdLodgjBga/sijutw8uRJnnjicaIopFar0el2xWxJVWezzhKlcol6TYTRdTpdUayiiCAIGbtjtJyMnlcYu8P5qWs6nWLoGvWSxZUbda5eK//3a+n/w/VUTygfAP42y7JXzRZuG/gK8LYsy2JJku4C3obIeb90vQ/40n/zdd6dZdnXZ1/j7yVJ+sUsyy495jNZlr3ppx8sSVIVuA0RP5wBP5Qk6a+yLBsAdwHvy7Ls05Ik3QP8JvDv/99eRJQKttL9999PlmV86UtfIooi7rzzTq6++mrufcW9HF2+is3NTVqtFhe6pynlypQtgbwOggBJT/nK9/+KMIh49pU38YXP/yeGwyGve93rWFpa4iUveQkAjz76KKZh8ezrridLM8IwpFAssLu/zcriATY3N6nVaiiqQqfTERkkvs+pU6cIw5CVlVUKs6Gvqqo8+uijXH311USzhf5SauErXvEKPvrRj7K4uMjx48dJkoR3vOMd/MVf/AXLS8vous7Ozg66rpPP5+c9/kMbh9je3mZtbY0gCISvodGg2+3wrGufNVe+mKZJtRrNd2yO41AoFHj4kYfRdYNKtcrpU6fpdrv8zu/8Do8//jjPf/7z+dznPkdKyurKGtvb29TrFfH4SoW1tXX6/T4HDhxAkiR+4zd+g3q9TrVaZWdnhxtv/AWSJMG27XkrcH9/n5WVg3Q6bfzQo9vtYicaU4YcWLmcb3zjG9x///386Z/+KYqi8OUvf5nrrruOl7/85fzqr/4qt99+O8ePH+fRRx+lWCrS3upxbE3lvvvu4zOf+Qy9Xo9f/uVf5qGHHqLdbvOFzz7A7/2bf8NLX/pS7rnnHnZ3d1hdXSWOY2688UZe+9rXcu+99/Ke97yH173udezu7nL69GmSJOEv//Iv+dCHPsRrXvMa7r33XqaxRDJr2W13x8Ilbhg4rsv58+dZW1tnfX0dSZJ49NFH+fCHP8wLX/hCrrr6Kv632+/gi1/8Irfddhtn7ngJu7u7M1Neme/uZrzqGSvC27Kzw3NWbuQbD/8Nu/0tZAXqxSYvuuYVbG1t4XkeJ0+epFFvUC6VuXjxIkcOH51nj99666184Qtf4Pg7X0SWZWxubvLMVos/W+jzpk8/xMFCRuIMKJeu5G//9m95wxveQLfb5eUvfznve9/7OHbsGH/9139Nr9fj2muv5c///M954xv/LY7rIgGrq6vcfPPNvPGNb+Q1r3kN73vf+zh16hS33nrr/P9xp9Ph4MGj7O/vUqsfwDYNHMeh0WjMZwbC/KuysiJ29C9+8Yt517vexZEjR3jkkUdI05T3vve9vPWtb+XKK66ct4a3t7fnz9nZ2RHCkDAgTTOWlpbZ2dmh2Wyi6zqf+tSn6Pf7vP71r2d7e5tPfvKTLC8v89rXvpZPf/rTfPKTn+SVr3wl1177rPkG79ixy9je3qY5U1M2m02azSb7+3tMpx5ra2u02/s0GoKl5nketp1jeXmZb33vh5zcGrBYy1PNG3hhiqFmeM7kJ8PxIMA0TCQJWktNFFUhl7fZ2tymUCjS7XYpFouoijJLVE1QNdFhaLWas4iJbC6xtuyQhIhpkJBmMbIsTr6DgaBKT12XMAgwTQNdU55imXgKBUWSpCJwA/A6gCzLQiAE/u6nHvYg8Kqfes6/Bs4C7qXPZVk2Bb5+6WtIkvQjYOWf+PYvAr6SZVl/9nW/ArxYkqRPA88Hfm32uL8E3sE/UVB+GiFwzTXX8P3vf5/t7W1uvvlmtra2ALjzzjuRJIkHH3yQ2267jaddc4DDhw/zi7/4i/R6PW666Sae8/yf43vHv4mqqnzzm99kZ2eHMAy56aabuP/++7nrrrsAgZH+xCc+wQ9+8ANs22Z5eZm3vvWtvOxlL+PGG2+k3W7znve8hwvu+Xlm9Te+8Q3uvvtuHnvsMX73d3+XwWDA5uYmv/3bv803vvENvvvd7/KmN72J4WiILIvEvF6vx5EjR3jOc57D1tYWp06d4v3vfz833XQTjuPw4x//mP39fQ4dOsTv/d7v8Su/8iuCFzVDyjcaDQaDATfccAO33HILt99+O/v7+3iex3Of+1xe//rXc/nll/OCF7yAvb09XvCCF/DSl76UzYub5PNC11+tVmkuLpAr2Lz5zW/mk5/8JH/wB3/Aq171Kq644goeeugh7r77bs6ePct9993HVVddxdraGi972cu49dZbeeCBB3jTm96EbQtD5cmTJ/na177GzTffzFVXXUWapliWxTvf+e/oXmzTG/TwtBETb0iztsj/+J438/nPf55HLj5IEPm8+ld/SRR10+Rl/8NL+PZ/+S4H1w9Sr9fFAFjTYDZ0te1Zn3nmUbj11lu5+eabefjhh/mlX/olCoUC58+fo9Vqsbu3y9Of/nQuXryI4zgcOHBAUGdtk1KxxH33/R/82q/9GpZl8cpXvpKvfOUrvPDYMznVdnh6y2S9VWU0Eq2ZJE2Jwoh/8fSnA8xpuL/+67/Offfdxx133EGn05mp+uBLX/oS3/nOdxgOh9TrdW677TZ+8zd/E8/z2NjY4PHHH+dzn/scn//WfcRxxIuvfSWvfvWrOXbsGJubm/ME0ttvvx3DMPjOd77DXXfdxe7uLufOnePuu+/mlltu4ROf+ASyLPPggw/yjne8g798dRVv1KdSqfG1r32N6667jjRNuO+++3jDG97A4SMbuN6YF7zwXyHJGc9+9rO57bbbeOtb38poNCCXK/LQQw9Rq9V4/vOfz+OPP87tt9/O1Vdfza233spLX/pSjhw5IhRgYciHPvQhPvOZz/DFL36RVquFqqrceeed3HTTTVx++eXzNtMHPvABprPT1lVXXcUNN9zAYDDg4Ycf5qMf/Sg33XQTjz/+ON/5zne4+uqrectb3sItt9zC1VdfzY9+9CPe9773Ua1WecUrXsEzn/lMfvCDH/Dxj3+cb37zm2xvbxNFES95yUt43vOex1e/+lVuueUW/uZv/oYXvehFAJw8eZKPfexjmKbJmTNnuP/++/nIRz7CAw88wPXXX8+3vvUtHnjgAUzLxA/8eXt0d3eXnZ0dZFlmZWUFQ07whttsRQ12NOP/Zu/N4yWryrvf79pT1a55PPM5PdEjNDOGhkZaEKEFERFzTUCMGjX6GhPN9VXUgCQqqBjRhOhrcgmiSUAZHBCE4NCCIkJ308xNj6fPfGqedu2q2sP7x9pdNiiGe695Y2s/n099unrV3lV7nVW111rP8xvImR7C7ZDLZun2enRsO5iAIsTiMVA8PN8lmUxQCBXZv1+SGn3PIxyN0rIsiT7sSj8nq93GDIf7xnIH9eeqVQunp2CYKo7n4ukuvifTnelMhowQkvjcaPwnt+lfxEtJeS0HCsC/CCG2CyH+WQgRfcExbyXYjQSvfRC4+sXeMEiPvQb4/iHNrw/SZ7cJIcaDtlFg6pBjpoO2LFD1fd95Qfuv+qx3CCEeFUI82qi3+mZQb3rTm/jqV7/KHXfcwcUXX9w//o//+I/J5XKsWbOG2267DZCr9C984Qt87Wtf4+abb2b10mNQdNgz+wznnHMOF110Ef/jPf/jlz7b932+/OUvc9lll3HxxRfzrW99qz9Ap556Ktdeey2e5zI1Pd03L1q5ciWf+tSnuPnmm/n85z/PhRdeyHe/+10ikQg33ngjb3vb2yiVSgwPD1Mqlfi3f/s3br31VjZs2MBHPvIRxsbGWLduHX/913/Npk2beOUrX8nq1atZs2YN3/zmN/vXdsUVV3D99df3J58bb7yRu+66i3q9zne/+11e//rXc+mll3LTTTcBEI1Guf7667npppv4zne+g2lKgpRl/UI4rtft0Wg0WLp0KVNTU9x5552MjY3xile8gvPPP59/+Zd/YXJykrGxMd7whjdw6aWX9s8tl8vMzs5y7bXXcu211/ZVfF3X5TOf+Qw33HADjz/+OJFIlMJika7apNVtIATEI0kqlQq5XI65yjTlRpGtu37K7OwsExMTlMolotEIhWKBUqlIxDTJZjIoimRsX3/99fzjP/4ja9aswfM8du3ezSc+8Qm2bNnC2972Np577jmq1RrlSoVyuUyr1eKGG27gZz/7GWvWrOlzIwwjRCWQtPA8j1QqRaVS4TWrQ3zubJN/fcdplMsVej2HFSuOwtAN1q5dSy4nARKOI7/OExMTzM/Pc9ttt/Ha1762/zc688wzOfroo1mxYgV33XVXv/29730vV111FcuWLWPr1q0MhpcwnFjGjh07GB4e5sqP/TXve9/7+sdfdtllZLNZjjrqKO68807OOeccVq5cyYc//GFGR0e59NJLn/cbGE5nMGKQSEbZuXMny5cvl+rGMzNMTEywsLBIp2NTqZTYs2cX3a7d923vORI1eXAsPM/FNMO4nksoFKLT6UiY9TXXcN1113HgwAEqlQqf/exnectb3sL555/PAw88gG3bOI7Dtddeyxe+8AWeffZZAG6++Wbuu+8+zjzzTN71rneRSqU45ZRTeP/739//211++eV88pOf5N5772XZsmVs2rSJzZs3c9NNN/GVr3yFk046iTPPPJPTTz+dW265hXPOOYfXvva1vPvd7wYk437lypXcfffdTExM9FFdK1eu5Oyzz2ZgYIC9e/cyPz8PwOte9zo++tGP8o53vINbb70VM2yiCEXWWMMhRkZGOOWUUzjuuONoNptoqspQPkPYqYJdZ6pk0+r60l7cMDBCIZKJBIMDAxQLRalHqIVQFQmvDoclcCeZTFKvSxLy2PiY1GGLSXmbdrtNIh4nHouRSqdkKjSVIpPKoDg69XKLcqlCt9ulXqtRKpWke2sAXnqp8VImFA04Efii7/snIHcdHzr4ohDiI4AD/GvQdDUyFfUrwctCCA34d+ALvu/vDZq/Ayz1ff9Y4H7kjgMOmoM8P/xf0/7Ljb7/Zd/3T/Z9/+R4MtovEo+MjFAMxM8Orkzb7TZvf/vbednLXsYrXvGKPv46kUhISY0gP3pwhVSsLRz8DBy390uf7brSCa9er1Ov1/nQhz5ENBrlq1/9Ktu2beMVr3gF9boUAjyYg08kErTtthTKa0t/9o0bN3L77bfjOA6ZTEYy4pF+LCtXruRzn/scjzzyCPfddx/FQHfHDzSl/uzP/oxsNsuFF17Yz+GCLIoDAWpMfjG73S6tVgtFUagHUixXXHEFIHcgBwvR8ibQZXZ2Fsd1+u8Zj8VZtmQ527dvZ/369dJqWAiJvx8a4o1vfCPvfOc7Ofvss/m7v/s73v/+9/fP7fV6fWbzQU0mkPI14YAfc7DtqBVHsfqodSiKCghqLekouHfvXtaMH8vEwHI2HbuZlStX8tRTTzE8MEomk2V8fJxly5b3V+ogVZQ//elP88UvfhHDMHjooYfodjqMjIwwMjISyHe7RCImlXKZbCaLLxT+8iN/w5e+9CWuu+46UskUoyPS0XBoaKjP0p6fn2d4eJiGXUFXJQny/vvv5/7776dWq3H//ffz4x//GF3XKZVKzM7O9q/rggsu4Oqrr+aiiy7qt/3FX/wFkUiECy+8sP+3AEgGMvrJZJJWq0U2kWcoPUqr1ZJtlvwXJNz8Pe95Dxs2bODlL3/58zgGqqY+7zewadMmecPTQjieh6+6mKaJbdvYHZvVq1fz5JNPMjIyQrvVZXholPXrT0DTjP71WT0Ly26yatUqnnzySeLxOOMT44Ewqdf3KYnFYhJ8Enzvu92u5FfU6/zP//k/Ja8q8BDqBigvgNHRUa655hp+9rOfMTk5yTPPPNP//tv2QT+jQer1eh9iX6/XGR0d5Q//8A+p1WoA1Ot11q1bx3nnndc/37Ks/t/mT/7kT3jzm9/Mm9/cL+PyT//0Tzz22GNs3ryZiYmJ/t8ymUxSKpX64yGEYPLAJKVSicn9k4Fd+Bxzc7NMTk5iRiKYpkk8FmM0GyWudqjaCotVm8nJAxiGwcDgIJZl4boe9VoD4UvyMkJ+3kGwjqqqhMMhqpUKo2Oj0lwskKdv27YUWI3H0HWdfD6PoqiMjI4QMkJ0OlKF2/d9QqGQVBjXdbq9X763vVi8lAllGpj2ff/h4P+3IScYgiL5BcCl/i/YPn8AfFoIsR/4S+DDQohDayNfBnb5vn/9wQbf90u+73cOjhNw0iGfPX7IuWPALFAEUsHkdGj7r41DbyQAn/3sZ/mbv/mb/v8P5pO73S633357v33Xrl184+vf4MYbb2Tt2rVMF/fjAx2nw+joKFu2bOHRn2/9pc/TNI2TTjqJQqHA6Ogotm1TKpXYunUrZ511Ful0GsuysG07kGuRKa8HfvwAf/u3f8sFF1xAuVrmT//0T3nHO97BW97yFvbt28vM7DSFYpF8Ps/HP/5xfvrTn/Ktb30L13VJpVKMjo5yyy23sGvXrn4t5Hvf+14fw//rYmhoiHw+j23bDA8Py0J8EN4hKxVV1dADlBXAM888w7e//R2uueYa7rrrLi6//HLOP/98nnzyyX5xs9frsWXLFuLxOK973ev6aUag79h4yy23cNVVVz3vhvnC+OmDP6M0VWcoPYoQsHfuOa6++mre8Y53MLezTHPa5corr2TFihWsWrWKq666isJigbu/ezf33nsvYdPs84sOjvVNN93EI488wqpVq+h0Ov3P8vFxPZewGWb58mWkUim+ecft7HrsYT7zmc+wceNGVFXlC1/4AgCvf/3rufHGG3nwwQe588472bx5M9PVvbSVKo/veYQLL3oNl1xyCYVCgT/+4z/iDW94AzMz089b+QJccskl3HXXXX2vDADLshBC8KMf/eh5k88//MM/sG3bNr7//e9z8sknU6vWsZptTjzxRH784x/z5I6n+Pu//3uAAN4q5UnuuOOO5733fffeR7lc7v8GDr7u9TycpqDTa7Jhwwa2bdtG1+nwpje9ibvvvptvfP02yuUK11xzLfVanXa7TTabpWnVaXVb1FsVlq9YzsjICJ/85DXseOxx3vrWt/LBD8qSqxCC6667jgceeIBCocDw8DBnn302e/fuZXR0NIDPh/rXeujv+LOf/Sw/+clPuPvuu5mfn2d0dJTR0VFuv/129uzZ2z+uXC5x4YUXsmPHDjKZDLFYjG63yyWXXMLDDz/MwMCA5Lo4Tv83/cQTT/TPX7VqFT/4wQ9Yv379L43Hnj17ePjhh/vtN998M/v27eOLX/wimzdvRlEEETOCaYbJ5bKEQgaGoff9kOKxGJqmBbwVjeUTw8REC9vX6SkhWs0WvV6XTlfqzNntDtVKFd/3AgHHELl8nmq1yvS0rON4no/neiTiCRRFoVqRCgGtZpNqRdo0OD1ZG3Ucl9GxMfL5PAJBo9GkVCyxb+8+9u3bT7FYeNHf4gtDHMr6fNGDhHgA+FPf93cKIT4GRJHpqr8DzvR9/1d+YnBs0/f964L/fxxYC7zB933vkOOGfd+fC56/Dvig7/unBkX5rQQTGLANOMn3/bIQ4hvA7YcU5R/3ff8ff10/lq2a8O//0b3M7S3xspe9jB9u/w5d32LT0Rexc+dOTj75ZLZv387DDz/MmWeeSafT4fjjj+fcc8/lfe97X79we8+jt1FtlhE+vPb0S3n6iWepVCps2LCBqakp1q9fz4MPPsgpp5yCpmncfffdTE9Pc/LJJ3Psscdy1113sbCwwMaNGxkbG2X749sIh8Mcd8wJPPvss+zevZtoNCprO3NTjA2Pc+aZZ7Jlyxa2Pf1z6sUmnuNz+ukbefrpp/s1mvPPPx8fHzNssmXLFiYmJhgaGuKOO+7g6KOPxvd9Nm7cyMMPP8wJJ5yA53k8+uij/MEf/AGKovDQQw8F+XGPb3/725RKJc444wyOPvpoHnzwQdatW0cymeShhx5i9erVQU44xMDAIA8++CCGYbBkyRLWr1/P1NQBNE3eIL/3ve+h6zqbN2+mXq/z/e9/n1AoxEUXXYRpmmzdupVTTz2VdrvNAw88QDab5TOf+Qy33HILDz74IBs2bKDX6/Loo1vZuHEj73znO7nyyivZNvWAHAfglNVnEFMy/OAHP8B1XV796lfj0iOfGeThhx/miSeeYOnSpZxzzjmUKyVc1yWTzvLDH/6QZrOJaZr92sDu3bs57rjj2bFjB8ccczQ7d+6kZbVIp9OsXbOOu+66i7m5OY4++uj+dW/fvp3TTz+dcrlErVbnJz/5CWeffTYNr8SOvQ+jKRqmkiAbGuaZJ5/jqKNWkEwm8Tyvzy8qFAqk0xkcx+GfHmtSrdW59vXr2b5tO5s2baJSqXDbbbexcuXK/s71bW97G5dffjk7d+7k3HPPRSiC+fk5arU6R69bh+t63HPPPWzYsAHbtjnllFN45JFH2LZtGy9/+ctxHIe1a9cxMzPN9u3befnLX87k5OTzfgNmNMy+vftIpsOcesom3vjGN/K1r32N3Qd2snxsJffeey8zMzNs2LCB448/nhtvvJGBgQGOPWkdc6VpQlqYXHKIkcExfvjDH7J//35OPfVUli5dimEYXHDBBVxzzTVs376diy66iEqlwooVK7jvvvvYs2cPxx57LBs3buTBBx/s/7137NjBxo0beeKJJ3jooYfQdZ3zzjuPaDRCKBTmRz/6Eblcro/a2rt3r6QLuC733nsvoVCIzZs3k0wmOHBgiu9///vEYjHOP/984vE4P//5zymXy2zcuJGdO3cGu5wayWQqAA8sIxqN8o1vfANd1/uLl6997Wt9AMvJJ5/M0qVL2bXrORzHCdwcJRG2Wq2SzUrDO0VR+s6Oi4uLRCImnu9TrTVpYRKig2vX8TyfeDxGKpmSUGbPlT4zvR6xYOfWbLYCe2ONaDQa2Db7ksvSlfI03U4Hx3FQFIWh4SEajSbxWIx6o4Gu61Qr8tpsW9pkFGsLnP/K1271ff/k/3SueIkTyvHAPwMGstj+FuARIASUgsN+5vv+n73gvI8RTChCiDFkPeRZ4OAS8B983/9nIcQ1wIXI1FkZeJfv+88G7/FW4MPB8Z/wff9fgvblwC1ABtgOXHbILudXxrJVE/4n/9dHGMksoVOGllek6syTimSImUlmSpMMZ8dJRNI4bo+2bfGqU17P5s2bueeee/jJE/cxUz6AZVt9gThTD7N0aDW56DARI4quG4HlqEGpXKJarTE0NESz2aLVatJ1bKJmDE036DrS61qPaCgaGJ5JNjNAJGLS7Ump+OGBUd71rndx8cUX8/JzTmOxOI9nK+TSeWo1+WVKxBNomka1WqFaraJpGqtXr8G22yiKgmmafRfIRqNBLBbHslp0Oh2UgDFfLJVYsXwF1WpFOrQJUAIrVU3XScTjWFY7sNGtUqlUiEZjWFaLkZFhFFUyvQGmpqbID0ghv3qtwcTEOEJRmJudlax7RemrGieSSTxPejbc9o3b2bZtGwsLC1x11VUctfIoPNejbbepN2u0223GJ0apFhvEMmH+Y9u3pdFSsGJNRjPkEgMoQsG2OgjLIJPJEI3GiJhRKcUfpNQQoCgqhmHgez5Wu4Vtt6mUqwCMT4wDgnKpTLttyZ2egGQi2e+D5/kUSkX+fluXgWwap9fl8tUSGq0qKnv27kEf6NFs19DVEBGS2DWXdqvN6Rs3Uq1UsawWiUSS+YV5Op0OwxNH8akHCvx0bwkF+OZb15JPRJg6cIBQkPLRVGlzEE/E+av3/xUf+9jHiEQjzM3OStn3QgHHcTDDYZYvX4Gua3J8ul0su4miqHz76Rb7K11ihuBPT8ngCw+rZVGuF/HDDmE9RM/t0es6eLYgosdo1lssWTpOx5ap1+nZA3i+RyqZwvd86o0GK1eu5LFtOzjjjDPYvvNnkqSnaMTDSTA/1sIAACAASURBVKKhON1uj1QqiedJkvHY6Cive93F3HPPPezZsxtd1ymXK+wrdYmnsuRND6ddJxwOy9pLIFfv+ZJ3oWoahq7Taln4vk+1WiWRiBNPJOjYNvF4gnq9xvzCAgvz84xPTJDP54mYETzfwwl0wBQFHLVLw6ritGF8eAmGbgQ7AZ/FxQKWZbF8xXLS6TQL8wvYdhsz4EGpqkYqleKOO+5gYGCAE044QabN2hYCaFkWuqZJ47oAnjs0PNxPL/ueR8tq0bbaxGIxsrkcjXqD3fsP4BopUmEfTUhF7LGxMbrdHtFIhD1790rzuYE8MzMz5PN5AKq1Go1GA1WVJM1YLEo+l2ex7/cjVTTGRkdpNJvomo7VttA0jcWFBRKJJAjo9GyKtTkuOu8Pf3MTyu9KLFs14V/9Dx8AIKHkoadSV6elUiu/uDHhC3xH4DsqZ7/sNSwZWc72nQ/x5NQj4AsUoUpOiVDQFB1Tj5KLjpBPDqEqGo4jiUL1Zo1W00JTZY4cAdFohHKlgtA8QqaO7wqMuCpJaE6IkGrKYmW3Qziis2zJSsxQhFqzws7JJzG1GLVSk2hAHmu1Wn2S3ME8NMgaiWlGKJfLGIbO4OAgtVotYMbbCCHz6el0mrm5ORRFIZPJSHfESIRKpdyfnFKpNOVyCU3X+5PSQF6Sw0qlUqDUqpGIJ8hks8zNzzI7M0skGkHXdAaHBmVtqN1m//5Jut0uy5cvp16voaoqbVuy8Y9Zd2x/rOoNCY0WQtDtSfXYYmuWpqiQimYo1RfxfEn+OjSTqQiFqBEnZCfJZwbwPImeSiQS0gDM84jHYoSDmxGAqiosLCzQ7XY4MDnFqtWrSadTNBpN2pa0hq0E5mCdbpdarUbpYP0tO8Qf/fs+XB9UATecm0J1LFLpJA//7OeceNoxtHsWTtsjoid46vGnOfGkEwkZISLRCPv27kUIeX2qqjIwOMB779zLE3MtVmd1/tf/tQYhBPv27Scej9Ht9chkMlLUNBphYnyCRqPBwsI8c3PzhM0w0UiEhYUF6TeSyfQVCOxOm2K5EAhepnj8mf0sGcqQH8pidZo4To9qsUHbb1B3i7ieg6GGiIkMueQQ9UoDkJBYAczPz+MFitbRVJhwSCozD42lqDYX6ToQ0mMYmknUiGHoYeo1WTMMh+VKXVHUPsCkVq9KyRfPZ6HpsdA2SBkOeaNNJpuRhnb1OqqiUigWmBif6NdKZmZmSaaSDA8NUSqVyGaz6IZOvd5AEUJybwoFBsaytDsWXlcgPAUzLFNR1VYZ1fTpdVxMLUoqlcLpOtSqTWKxGK7jsLhYoOf0+vXGkGEQi8f7Kt+GbrBixQp83+8X+1utZl/rKxqJoBsGzUaDUDjM4OAgjXqdmZkZwmaYocGhfp22ZVl4roum6UzOzOOH02QiYDerUg4/ncH3fSl42mgyMDAQoP+yZDIZPM9jauYARlSlWmigagrCVzDNaP8eMZDP43qeFNtUFMmH03Xatk2v20PTNSmAqjhs/IMzX9KE8nvFlAdwPake7Kg2ajuGroWx3XZQaFfBVcCT0iZC93ngiXvZss0Doxt4Kytohk5ICxPWpGCdaURJJBJ4uETNOHa7TdtuI5B+zq7rSjVfVZK4XMdFFQrdloth6iCkI2MsEcWzhdwexyJ4wuGZfU/geg6dXpuu3aOnuXR6XRRVYAVilNGo/PzFxcVAusHDsqRGVjabpVwuMz+/gGHo6LpBs9kMgAiib+0bj8Uol8sMDAzSblukknIVmUwmMQxdonMiJo16k1w2K6W+hUI0GqPZlKrKpXKJrtOTdsaOE1iORvvF+XK5gqIorFq1Es9z6XQ7dB3Jircsi61bH5USHvk84KMqCr6QJNJWq0nba9JxbebtGXxA06SJk+9LhrYQAlXRMJU4ETNBOCzVYsvlMvh+YM8r8IFqrYrv+YTNMKFQmMJigWg0ihqs5HvdHqlUCk1TmZ9fYGhoSGqrBYVdx3EwQiFSpsbRgyZPLbRZGvPQvTZmPIJuKoHERpglAyPYrQ47HtvB0qVLpT1rs8GBqQNyUaKpdDq2FPrwB/jYpjQVK0YqrFJvNEinU8HOsEYqnWJ+bo5MNgu+zzPPPM2ePXsZnxjHCEmBRMMwAl975M3LCOG6LsViAU9xSSRjtNttJgbTFAsFMrkUXcem53RJZGI4Cw7JUI6O35R2xh2HSqlMOpUhHDZpNhq0LItKtUomlyJsGFgti5CpgyqYPrBIKOHieQ6OIwhrZiBZ0sPzXXykyOJBP44nnnic+fl5Bgd/sfCIddvUXJWOL2jZdbxikUQijuu4oIHrOFhtqy9rEolE6HY6WLaFqmn4gGGE8LwaCIEZDpPJZmlbNmpEEItHiepxeh1PKkPk0qgG1Kw6iUwCEKgahEIavi99UOKJOHOzcywuLLJ27RoMQ/6WatWqBO0IlUaj3vdrCYUManXpxTI8OIgZiUjHxG6Xjt1hcv8klmVJqaJcnnBYCsyWSyVpPBaYvC2bGGHv5CxVkSViRHCsFo7TY2homJnpGQzDwGpLqHCpVJYSULoGCvgeqJpCIqvgdASKK3k5i4uLtFotNFUlm8sRCofp2Db1Wg3P83GcHolEgmg0RqNZf8n319+7CeUge7XjWUTVGAZRVL8lJxIBKB7oXUBD03T8Lvhal1gozitPeh0+Pg88fi+6EiIZyQLwsmNezgM/fpCzzjqLH/zgB5x55st5/OmtgPxRdzs9dF1uiZvNFgP5AY477nharSa7J5/DUzv4HLTK1cnlMjTtOk27geP26Do2rU6DdtvCcwBHIdyNEgslMM1oX0J71apV6JrG9sd20Ol0WLt2ndQwcnrUalUi0WgfUdNsNonFoszPz+MHUuOpVArXdWQeNh7raz4ViwWZolJViXgyoySSyb6Csa7r2B2bRCJOvS6/kENDQ7Rtm3AoxNxcmYWFxYBQuRzXd6nWqmi6ihYNUy3WSMUyaIbcAfXTWELgBWkqx+/hKQ6KryDV1XwpfAfI+rpAFSrRUAzNCZPOpojFYvR6DvW69E83w7I/qVQSpyflXmq1GnanQy6XxTSlFH8qlaLRbNKyLPB9YtFoX+IlkUhIt8FYjGajgeu6fHhDlMWawFQcYvEobaeJ4jqEQoZUVY4kaVRmaDZbDA+P0Gy2pHxHr4cbCJa6rsOKFctBQLPeYDgf+NS0WiQSccxImGqtimVZgfyKz+yc3AUmU8n+DtOyLOLxGOVSiUazQSwaY/LAJLlsloHBAeYX5mk3OyTjKRLRBIVCgUq5SiimYXs2qu/Jek6xgG7qWC2LcNgkpIYIhQ3sdptQOBSw7AUd2yYUMdBCCsVCiVw2j3AMelYPNezi+45MLbkOrt/DdXu4jgGGHGMjFCKfz1Or19ENKaSoaxp+zyYdSTBf69DTQ2QjBvFYnJ7jEI/HEAKKhSKKKq0jpDz9jHRAjcVpWxbhUIh4PE61UkEogsHBAQ4cOEAsFsfr+HScHqoiTbjKxQqRWAhfdWh160hvRpeO28V1fXTDwGq1yOVzHHXUUYGKt9n/joVCoT6IYG5ujng8gWEYREwTx3Gp1er0HIdeIPIaDtSTPc9lYHAQVVUpl0t4vgSxuq6Hqqq0rBaxaIx0wmShvEgvlmdgcIx2o8JcwGWx2hZO8HeJxmKEDINCsYjneZQWKxiGTrOi0bF7DA5kMM0IihBMT89g2+1Ay28YRZHSSOFQmGhUesxHohHa1hFP+RcNIQSjmWWsGj+GpJnmwNQkewqPs3b58WQTA0wu7uK5qSc5YeXprBo7hmqjxHxlioH0KPd8+z6SySQXXXA5tWaZWCRJt9dB1wx27drFWWedxac+9SnOOussli9dRbGySLftMDospQ86XZuxsTFyuTwf/OAHec973sP6NccztzhNNptHVw0q5TK+8BjMj7A6fgyW3cTu2rheDzMUZaY4yeN7HqHeKdBuWChFg6GB4b60gyz+SZ2vp556kmOOWc/gwCD7JydJxBNUKlU0Te/XUgB0Xaa5pAMhZLMZmdYKttEHZSgOTkTdnkOpJD3TQ6EQ1WqVgYE8dtdGUQS6bhCNydV+rV6XTpaaihmRvINmqym9LQyF+YU5UskUuqJTLpcZGR7mYB7LC2DXjuPgC6+PhFNVBcdxAb/v/QFgaCESoQy+oxOJRHFx6DodqXYcjwf+7w5+oNPWDnw1lg4NYds2MzMzxOMxIpEIuqZRKBYplaS8/EEEoK5r8nzHIR8g0zq2zdErJnhu1048xUGEPXqejW7oWIHx09NPP8PKVStJJVNomobjSne/WCyGETICfw4XVYVOVyoXmAFc2mpbfQM33/PxkJDWZDKJ4zgkk0nsti0VngW0Wk1C4RCu60mrBVUynZvNFiEjTDaTxe7YWI0mo6OjzMzMsGzlOIlIiogRQ1d1fBcWiguk0mmECqYaobBYxPN8tJBKLBtCsXoo9KiVOiRTSXyh0KpKO4J2w8NwDaxuDy3tEE5Cr1enbffAl4sa1/PwXY9Ot4MihPT38aWSsKoqhGgDChZRStVKAIWXsNhEMoHjuoSCnVu5XKHVatFqWYRDYSkEWyqRHxiQRelqnYgZwfehOF8mnc5ghA2azRb4Pt1uh169g57yWahVMbQwmqLSa4Hi9shmMixdtowDk5Nks1l27NjBypUrKRZLgZnWCSQScRRFwbY7lEol2m2baADnbbctYvFYH13Wse1AMTlKo97A932iUakMoSjSt8iMmniey9zcLMPDI0TMCPvmSiyIHHkziu/0iEZj7N+/n9VrVhMOhdF0lXDYJNHpkEqlmJw8wODgIPv37yOXG6DX7eEIh7BpMjQkU2zFkiRH5nI5BvID/RRxs9Wk2+32IecvJX6/JhQfVg4eQzY8yt985JP0ej3e/va386qXXcLVV1/N3Nwcr3zlK7nssndy5513cs/t32fr1q2sX7+eD3zgA3z961/HcRyeffZZXvWqV3Hvvf8PTz/9NO95z3tkWgWJX//0pz/Nk08+yZvf/GbOPvtsrrnmGq644gpsu83nPnd9n3FbKBQ499xzOe+887jqr6+iWq1yySWXcMEFF3DjjTdSr9d59NFH+fjHP84nPvEJfN/n/PPPZ8XRa9n67M+ImoJUOMGGDaexf/8+dF1HVTVisRgADz/8MHNzc4yNjbJ61UoKxSKDgwNBLcGnUCwQi0Xx8SmVJFw0lUoGbpE+lYDINzIiv8y9nkwDCSGw7U4fNhmPx2i15NY9FAqTSqXo9XoMDg3xyCOPoGka8SBdMTs3i6ZpGIaB67uk01likRi2JVdubbtNIpGQOxRFQXgCx3HxhWSWB9qcvLB4oqsGcTOJ5oWJxGNoqood2JtGY1E838XxvP7N98CBA0Rj0T4LPRqLsrhYkHLhnQ6u59LrdUnE43iey/T0FJlMmo7d61vLFotF7GB1J/kMAtvq4Ic99HAocPCU191qNclms4TDYUJGiLn5OVRNw/Vc0pkkPmA1Zep16dIlWFaLdtvG8zzqtXqwe4VOp0MqLfXVfJ/AytmkWJQ3e9M0mZ2dxfVcUskUsWgMH1iYn5fGTCFJvozH4wwODuD7PvNz8zRqFkNDg4R0qe+Wy+ckJ8n36Vpdqp0GqqKSzEbRQkLm3tsdhNA48cR1NBvNvgFWp9PBSTqETWm1Ozs3i+u2aFllNDWD48pdWalYQoI9BVa7TTKRRNM12u02oVCIVq1C1MjR6PhooSRh2yJqGiwWF6RRXSZNs9FkeHhYGpBFI3LXckihW+pXeQwODlKt1RgaHGRqego/kBFKplLYtk00Fg0g003avRb4Aq9nYmAyNjEmdzHBbxzkQiAcDhMKGQwPD2MYBoqi4vk+i4sLxOPxYMcuXRKVwLyrXKkwODTUl1PJ5XLg+0xPT1OtSnvijtWm2+1gtVskE0kymSw+Prl8jmazxYFqFZc2qtthfn5BSuv7kvbQajUpdAu4rku5XOEgmDabzVEqleUkoio4PYdIxOzXfiSp1qdarTA8PEKj0aDX69JznD414KXE79eEAmw49hVs2rSJW265hcHBQdrtNjfccAOrVq3iE5/4BJdccgmnnHIKTz/9NEIIvvKVr/CGN7yB2dlZLrjgAtLpNJdccgn33XcfP/7xj/nmN7+Joih85CMf4YorrqDdbnP66afz3ve+l1e96lWcccYZbNmyhSuuuAJV1frPTzvtNK644gqWLl3KX/3VX7F582bOOusszjvvPE499VS2bt3Kcccdx1e/+lWuvPJKLrvsMs4880xs2+aR5x5A1RS6bgdXkVLasrCuEolGUFWVSCRCLpclEonIgmUyIY27AgvcTqeL3bNwlS69tqzreJ5HOBymVquRSCQolcp9bHq9UadarZHP54jFYsTjHrVqjWKpRCgk0xG1eq2/a+nYHfbs3oMihJzgPB+r1WZ8yQTNRlMq0eoqpmHSaXeJmCbxeJxmo0kmkyXUT33JG7wvPISQc0mv18P3QVGl0ZIiFEw9QiKUoVv3SI2lEIqK1Wz3/Sg0VUdRBMViidmZWYaGhwApvS6JlCpW2yIWi1IoFqTcercrf/DCp1hZpFfo0rUdBgby1OsNNFUlmUyiaop0bKxVSSWS+IaDgoIqpNqrIqS0fcSM4LgOhULw/p0OdtembtXxFZeQYeJ2fZqNJoqmBDsiKdnetto0my0y2QzpVIqeI1OByURSEgE7kpRar9fQQxrxWAS7ZaF3NQRyh5bN5vB8j3qtRiQawQfqjQapVJLCfIGhgSEpfOp7KIpKLB5j9+49jI6MEEvKXZ/nu8QiUTzfw7PB7lgoQlpga5rWl4FXValCkIgncNwujufiOAqpeBzPlYKkkUgw+bkugwMDgUdQjHqjjhHW8IWLX2/QUePUugqqCNOtVhkayaLrOs2GLHg3ms1DdL4UaZN81FFYlsXMzAwh1UBVVBKJhCxAqxqaLg3tioUC2VwOTVVRVYXJqRaJaB6/rZBJZ8nlcmiqRrFUpBX4CO3ZswdN05ienkbTZKpq3759mBETw9CZmZllbHyMhcVFWYgPMgDSzyhMryd1/cK9MOAHdV0Nx3VJJpKBE6RHIimFHdt2W2YEwmGZ7ivMsmzFOCHtoDClJF0nk0nm5ub6II/du3djGDqzszN4gUHY7NwssVhMZjQC/6Vms9nPLFiWxZ49ezAjJmOjo1iWNPh7qfGS1IZ/V8IIpB50XQfD4eb/uJ52t8Xjjz/Opk2b2Dkl4Y5PPfUUAKeddhrF2jzLly+nUPgF1ea5aUl4OuOMM3h838+fR7RSVZXTTjuNfTO7WL58OXNzc/3XHMfhhai6tm31P//Awl5OPPFEdu/eDUipjcf3PsLll1/ODTfcwMUXX8zWrVuJhuUORAhBo1Hnud07CZsmsXgEx+1RLBWZmjogVzyhkPQXmZ6RbNx4XBrsdDuEI6G+BEY0KoXqqtUqrutiWRbRaIRsNksimSCbzaJpUqSxVCpRqVQwIybRqGSyx+IxEokE4XCYqQNTTE1PEwqHGB4eZs1qqZ6sqiq2baPrGuPj4whF4PRc0um0TMFFo/0Vtu97KIqQBVHbRjEEqiJX/N1uD0URQT1MYGghDEzqBQszHEHVVKkk0O31RSbxYX5ukb179jI8MszAwECgFiCwrLa8sTkOmq4FRUkHM2wSDocolUsIQ6bXkglZsDXDJslkilQ6RSaXwkXuhlLJNCERxarK1R1INF0kKicTy7KwLCuov3iEjDD1ityBKIpCKpUinU7jOR7JRJLh4aEAlSNYumwpyUSib2fgex6u61KpVAJ/E0le0zUdoUIPOWEhBJlMhnA41N99FosF6VUT0hgbHyMUCktZj0BMsV6v02w0GR+Tq3MpHyICm+kwqlAImz661mFxcY5UKkk8EcMXPqGwQdg0MU2TPXv2UK3WsHvQbEKjIft/EPIejUZxXbmKrtfrVMoVrJbF4nwRu92h1yqTUFooAqpdDVuJU6s0aTXaxOIxuesyDHq9Lm6wmj6oyn0wXZnP5ymWimiq3EFk0mkWFxYRQpBMpSgUFllcXJS1BV+jsWAzPjbBQH5ATibFIuV6EU/toeoKZiSMqiqMjo6Qy+cYGBiQv5mWRb3RoF6vMz42Lk3oqtJptNvrks3lyOXzdDpdWk1pkzE3O8ezzzyL4zikkklmZmZIp1IMDQ2jKirVaoVet0csFmNhYZFqtQL4EkhSKDAzM8O+ffvYunUr8/PzxGKxPpgknU6Ty+VJJpPkslmWLJlA13TGx8YZyA+QSEiE2uBQABjwXEIhg4GBAWmJPTcnd2UvXb3+92tC6XY7/VW6qcZ586veRzKWZvXq1WzdupU1E8ezdetWVq5cCUi4qed7/QkjFAphWRarxiRbVlVVXM993me4rsvjjz/OyiVr2b9/v7SeTSaZn5+n1+uxZ8+e572XGY70P3/ZyMo+Ae/g+4eNMGNjY3z961/nS1/6Ep/85CcZSI/IpXpXoSOaPLlnO5NTe9lbfIpdc0/w1HM7qLWkplSj0cSyWoyOjFAqlaSvdqVCKBxC+AK344MH2Uw28JfooqoSmXaQnXxQamZocIhkMknIMCRUdXGBWr1KtV6l2WrQ7UrpBlmfieG5LplsBs93yQ/micXjzM9JWZJms4UZNkmlpFLq7OycJFsF+f5yuRL4XLfoOh26XhvXc/E9D8PQJRdDUdECjoPqhNFVg4FATsJxHYlei8fxfZ99e/eB75NIJFAUqNWrtFpNOp0OnU6HtmWhG4Y0TXIcatVakH6Rnue5VB5cOfmUSyWmpg5QrpRxXIee16Xds/B8jwOTBygsFBkaHOrzRSqVCqlkio7dwXM9UmkJzpBpmwwjQ2PQ0wjp0lmyVqvRtm0qlSrFYpFCocjY2BjxeByEwLZtuUvDp1qtkUgkpbx6OEw8LtFtwlcxIyZWW/IfTDOCHahKd3s9BIJao4rds+i5XcbGR5mfn6fb7bK4WGBudlbeiHK5vvVBvf6L1BuAoEPI7CK0Nj2vQ6E+y3R5LzMLB7A7bXzfo9GoUylVaVZsEvEUg4OD/Vpcs9mk3mhIlF+7HaRdBEIomGETgUI0EsFwm8Q1F9eDSi9EtRui2bRkeksIOl2JwPQBMwCS6LpOKplEEYJCsUg8FmN+YYFMOo3VbpNOp3C6vcDxU958S6UyqXSKfD7P7MwcbatNt9uj0azLHbIKyVSCSCRCJBql0WjieT6pVApd11i6dImU1w+FSKdTpNJpIhGTdCYtlcUVBQEkEwmMwBfFstqSq6JI33lVVQJjtkWarSbRWIywGT6EGBlGaCGZLRgYYHx8nOUrlnPcccf1ofHgUy5XSKdTKIqg05Up3GarRSKZYO++vbLOFgqhqAqxaBTHcbBaFrbdwe7YEnKeSuH5HgvzCy/5Hvt7l/La+tyDfP7zn+fd7343oVCIyy+/nD//8z/nQx/6EN/5znc45ZRTWL9+fV8yxPUcVq5cSTweZ/PmzXz0ox9lcnKSV7/61SxZsqQv6HfSSVIt5qDu1qc+9Sne+973Eg6H+cAHPsC73/1uJiYmeM1rXgPAW9/6Vq677jo2bdrElVdeyYc//GG++MUvcumllzI0NMTatWsxTRNHg1tvvZUtW7bgeR4f+MAHmC/NQE9FNQWmYaK3w5DsUWoVcR2XsBal1qzQUbukElKzy/M9stksi4uLzMzMkEqnsO020WgMx5Goq2KxhKoqlEryX9uWNyDfl4X7Wk269vm+1NjyPJkma7dtdu/Zja4ZtJotVq1ejWEYTE1N4fkeVrcVaKEJcrkce/bsZWxslFAowsJcIVA/1VEUFVVVGRoaYu+evZhmGKvVwlcd2j1JXNNUnZAShp6GanroukEqkqPeaBOOhKUTZ7tNp9PBarVYXFxEVVXS6VQAEqjR6jbxOz6dVhffk/IX9UaDfC6HEApOgCwzTZNarS7TZp5Or+ug6xq5/FC/TlWr1tANLUjD+didDkODg/QCkITneVSrVcbHx+g5EtsvhCCRiJNOp9B1HR9oNpvMTsu0Za1ek7sqAcVCiXw+R6/XpVav4QR+FQdhtxKAIU2Ymo0G+VweMxyh69j4rk/b6yGEoN22An90n3gAYa/WKoSiBoYeJplMEg6bPPnkUwwODbJixVE0mw0sy8L3oVQskctlabUkPFUIgVAMdBEjFEnjeAr1no/mKoT0qEyxGgbZXIaR0REOTB5A+NKh0en1+hLunuv2wQdGKEQiEWd2bg5d04mYJm0hMCMqitWgZ6RodaHcDaFHFfxWg063QyQSQdP0AFTi9xF4kWiUUqlINBrB8ySQYWFhAU2BwvyMTIOl0mRzOTrtFm6vSz4/QLttUSgUKJdKmGaYTDZN3arSqLboNT0G8oP0eh06TgfbbqNqGp7v0+s57Nz5LENDQywWCkSjEWkHrciao6ZpuJ6D1W4iVAjrEcbHxwiFDNrtNsPDw+iaTrVaQQhpJVwulzF0vQ/mWFwsMDY8wBP75hlPVhkeyFAqluj1euTzOVRNQ9U06vV6f9LqdCXPzvdA13WJUItESKVSWFabdDpNoVCg1bJIpeXCZ3R0tA+cGB4efsn31987YuNVf/8+Vo2tZ/2yk4lHUjx74DEWFwqsXX4smXSOXQee5NnpbRy74lS6vQ5PTW7lxJUbsewmM4W9rFt6MjEzgRmKMluc5OfPbmEst5yJwRVUmyUmBlaQjKWll/jcXib3TrF27WpymUFUVcd1XQqlOTTNIBaJ03W7TBf2MpgZJRlN89z0UxxY3M26JSfQaNd4dvIxTly1kWVDq+g6XZ54bitP7X0MofkIHWJkULoGdWWRUrFEJGES0g2iepKoSBMLJchmcqSSKZqtJqVymXhM+k7v3r2bXC5HPCBnua5Lp9ORvuyBgZa08XVwXYf5uXlWHHUUU1NTjI6OUqvV6HQ6TExM8MMf/gDHcYnH4wyPDNFqtohEo0QiJj2/Q6vZeQ7xxgAAByJJREFUQhO/gH5OTk4SiURIpWUKx2q2iccTJFMJOnaHqelpBvJ57I6NrdQp2dIyWHUMUmYOz/Vx/C7pbAqnIXC6Htlspq++6nkec3PztFpN0hnp9ue5PnbHxkzKHRgdDVXI/PZzu3aRSiaJxWOoqkaz0QAhiEWjJFOyTlEuyZ2d6zjouoGua3R7PRYXFgiHw4wvG6NtW1RLdRLxJE8/9RT5/AClUomJiXFGx8Zo1OtUa2XMiCCXG8BzdcrlKuFQiEq1itWSO5duV3J5VFVjfHwM13VpNJuoikqj2ZAwZlVaLKdTGTRd48DkJGvXrpZQ826HUqmCqhqk02kUIY2lisUSqXSK2YBVr6iCfC6PpmrMzc2xf/8kJ510EqZp4vsSutrpdNi1eze6ptHrOYyOD+P4HWotebOLhBM07TrFxgJeRzCaW0IiGqfRqOJ7KoZhYrdt5uZmSaczWG2LttWm5/RYs2YNhm7g+x7Vak3uVlotwuFwH4knlaFVJhcqlHoRuj0Xz/dYlhM49RKRSJRYNBqoxgqEIpibnSMWj2GaEmTQ7XZxPY+ObaMI2L9LqhWvXncMs9NTxOJxXNdF12X6zG630QPC4pLly3FEj3bPxm0LMqkMiUSCufl58H0c16WwWKDb7fD0M8+w8fTT6fZsVFVnyZKlaKrKwuIimWyKcrVIrV0mHAuRjuZQ3ZDkihxSC2nbNgKZ0q03GgwPD6OpGvV6jUarzejYOI/sKRPxLY4aTTG5f7IvhS+5Yg1arSaDQ0MyXVcuoWlaIPXjM5DPMzU9zdIlS9k/uZ9oJEKtViOeSDA3O8fAwAAIMHQJfGhZLY5ed8wRpvwLQwhRACb/u6/jJUYOKYL5uxRH+nR4xO9in+B3s1//p/q0xPf9/H920O/VhHI4hRDi0ZeyIjic4kifDo/4XewT/G7267etT79XRfkjcSSOxJE4Ev91cWRCORJH4kgciSPxG4kjE8pvb3z5v/sC/gviSJ8Oj/hd7BP8bvbrt6pPR2ooR+JIHIkjcSR+I3Fkh3IkjsSROBJH4jcSRyaU33AIIcaFED8UQjwjhHhKCPEXQfvHhBAzQojHgserDznnCiHEbiHETiHEuYe0nySEeCJ47QsioOwLIUJCiFuD9oeFEEsPOefNQohdwePN/x19EkIsFUK0D2n/0uHSp+C1Pw/G4ikhxKcPaT8sx+nF+nQ4j1NwDQeve78Q4rFDzjksx+nF+nQ4jFM/DrJnjzx+Mw9gGDgxeB4HngPWAR8D/u9fcfw6YAfSTnkZsAdQg9d+DmxAquncA2wO2t8NfCl4/kbg1uB5BmnRnAHSwfP0f0OflgJPvsh7/bb36RXA/UAoeG3gd2CcXqxPh+04veCYzwJXHu7j9Gv69Fs/TgcfR3Yov+HwfX/O9/1twfMG8Aww+mtOeS1wi+/7Hd/39wG7gZcJIYaBhO/7D/nym3AzcNEh53wleH4bcHawMjkX+A/f98u+71eA/wDO+2/o06+Mw6RP7wKu9X2/E7y2eMj1Ha7j9GJ9+pVxmPTp4LUK4A+Bfz/k+g7XcXqxPv3K+G3q08E4MqH8F0awzTwBeDhoeo8Q4nEhxI1CiHTQNgpMHXLadNA2Gjx/YfvzzvF93wFqQPbXvNdvLF5inwCWCSG2CyG2CCHOOOS6f9v7tAo4I0gTbBFCnPLC63vBdRzOfYLDd5wOxhnAgu/7u154fS+4jsO5T3CYjNORCeW/KIQQMeB24C99368DXwRWAMcDc8gtLfxqcWj/17T/fz3n/3f8v+jTHDDh+/4JwPuBfxNCJP6T6/tt6ZOGTAWcCnwA+Hqwsjucx+nF+nQ4j9PB+COev5I/nMfpYLywT4fNOB2ZUP4LQgihI78o/+r7/h0Avu8v+L7v+tJC7Z+AlwWHTwPjh5w+BswG7WO/ov155wghNCAJlH/Ne/0f7VOQbigFz7ci89irDoc+BZ93hy/j54CH1Es6bMfpxfp0mI/Twc+/GLj1kMMP53H6lX06XMbp4MUeefwGH8gVwM3A9S9o/9/t279KA0EQgPHPRmwVLGxT2NhaWllJwMon0CpgZW3nM/gAglba5Q1sFYL4pxBEK59Di53L3UliNRBXvh8sHLtc2GFI5nJzt9E5PqHc5wXYot9EfKdtIt5Triqbhtsw5o/pN9yuv9qG2wflanQ1jtcWENN6J4YB8Nnso4KYRsBZHG9Sbg8sVZ6neTFVm6dY2wNuf8xVm6dfYvrzeZruNeuDHNPk71D+Qj4CDzGGwCXwFPNj+j/Gp5SrjlfiKY2Y3waeY+2c9kXUFeCG0nC8Awadc45i/g04XERMwAHwEl/sCbBfUUzLwFXscQLs/oM8zYyp5jzF2gUwmnFOlXmaF1MNeWqGb8pLklLYQ5EkpbCgSJJSWFAkSSksKJKkFBYUSVIKC4okKYUFRZKUwoIiSUrxDUds5yyZc1fwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the stations with a background map\n",
    "import contextily\n",
    "ax = stations_webmercator.plot(markersize=5)\n",
    "contextily.add_basemap(ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
